import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.metrics import accuracy_score
from sklearn.preprocessing import LabelEncoder
from sklearn.model_selection import train_test_split
from sklearn.linear_model import LogisticRegression
from sklearn.neighbors import KNeighborsClassifier
from sklearn.tree import DecisionTreeClassifier
from sklearn.tree import plot_tree
from sklearn.model_selection import cross_val_score
from sklearn.ensemble import AdaBoostClassifier
from sklearn.model_selection import GridSearchCV
import xgboost as xgb
from sklearn.metrics import plot_confusion_matrix
from sklearn.metrics import roc_auc_score
from sklearn.metrics import classification_report
from sklearn.metrics import roc_curve
from sklearn import svm
from sklearn.ensemble import RandomForestClassifier
df_asli=pd.read_excel('C:/Users/PREDATOR/PycharmProjects/Study/MIF/Marginal_Sales.xlsx')
df_asli.columns
Index(['golivedate', 'ApplicationID', 'Agreementno', 'PersonalType', 'Gender',
'MaritalStatus', 'ResidenceCompanyCity', 'ResidenceCompanyZipCode',
'HomeCompanyStatus', 'CompanyCity', 'CompanyZipCode', 'Pekerjaan',
'employmentsinceyear', 'Pendidikan', 'Wayofpayment', 'IsSyariah',
'ProductType', 'UsedNew', 'GroupProductId', 'PurposeOfFinancingID',
'applicationsource', 'FirstInstallment', 'Tenor', 'brand',
'AssetCategory', 'AssetUsage', 'MainCoverage', 'LTV',
'BICheckingResult', 'BirthDate', 'area_region', 'CustomerType',
'NTFIDR', 'numofassetunit', 'Pendapatan', 'Bidang_usaha', 'flagImpact',
'flagImpactHL', 'CreditScoringResult', 'Autoapprovalresult',
'Creditscore', 'CreditScoreSchemeID', 'isoveride', 'IsVosPay',
'applicationstep', 'CreditScoringDate', 'ProductOffering',
'AutoApprovalFailed', 'max_ovd', 'DPPercentage', 'MOB', 'SektorEkonomi',
'SupplierId', 'SupplierName', 'SupplierAssetStatus',
'CAMOSObligorExposure', 'InstallmentScheme', 'AssetType',
'AssetCategoryId', 'FlagMerkPopular', 'AssetCategoryName', 'MadeIn',
'isKPM', 'Jenis_KPM', 'jmltunggakanpokok', 'jenispinjaman',
'jmltunggakanhari', 'FlagNegCust', 'dukcapil', 'RepossesDate',
'ContinueCreditApproval', 'dayoverduemax', 'ever30plus', 'FlagRO',
'flagbad'],
dtype='object')
df=df_asli.copy()
pd.set_option('display.max_columns', None) # or 1000
pd.set_option('display.max_rows', None) # or 1000
pd.set_option('display.max_colwidth', -1) # or 199
<ipython-input-135-6dacdb3ef330>:3: FutureWarning: Passing a negative integer is deprecated in version 1.0 and will not be supported in future version. Instead, use None to not limit the column width.
pd.set_option('display.max_colwidth', -1) # or 199
df.dtypes
golivedate datetime64[ns] ApplicationID object Agreementno int64 PersonalType object Gender object MaritalStatus object ResidenceCompanyCity object ResidenceCompanyZipCode int64 HomeCompanyStatus object CompanyCity object CompanyZipCode float64 Pekerjaan object employmentsinceyear int64 Pendidikan object Wayofpayment object IsSyariah int64 ProductType object UsedNew object GroupProductId object PurposeOfFinancingID object applicationsource object FirstInstallment object Tenor int64 brand object AssetCategory object AssetUsage object MainCoverage object LTV float64 BICheckingResult float64 BirthDate datetime64[ns] area_region object CustomerType object NTFIDR float64 numofassetunit int64 Pendapatan float64 Bidang_usaha object flagImpact object flagImpactHL int64 CreditScoringResult object Autoapprovalresult object Creditscore float64 CreditScoreSchemeID object isoveride object IsVosPay float64 applicationstep object CreditScoringDate datetime64[ns] ProductOffering object AutoApprovalFailed object max_ovd float64 DPPercentage float64 MOB int64 SektorEkonomi object SupplierId object SupplierName object SupplierAssetStatus object CAMOSObligorExposure float64 InstallmentScheme object AssetType object AssetCategoryId object FlagMerkPopular int64 AssetCategoryName object MadeIn object isKPM object Jenis_KPM object jmltunggakanpokok float64 jenispinjaman object jmltunggakanhari int64 FlagNegCust object dukcapil object RepossesDate float64 ContinueCreditApproval float64 dayoverduemax float64 ever30plus object FlagRO object flagbad int64 dtype: object
df_ts=df.copy()
df_ts['golivedate']=df_ts.golivedate.map(lambda x: x.strftime('%Y-%m'))
timeseries1=df_ts.groupby('golivedate',as_index=False)['flagbad'].count()
sns.lineplot(x='golivedate',y='flagbad',data=timeseries1)
plt.show()
timeseries2=df_ts.groupby('golivedate',as_index=False)['flagbad'].sum()
sns.lineplot(x='golivedate',y='flagbad',data=timeseries2)
plt.show()
timeseries1['bad']=timeseries2['flagbad']
timeseries1['percentagebad']=timeseries1['bad']/timeseries1['flagbad']
sns.lineplot(x='golivedate',y='percentagebad',data=timeseries1)
plt.show()
# This is the pipeline module we need for this from imblearn
from imblearn.pipeline import Pipeline
# Define which resampling method and which ML model to use in the pipeline
resampling = SMOTE(kind='borderline2')
model = LogisticRegression()
# Define the pipeline, tell it to combine SMOTE with the Logistic Regression model
pipeline = Pipeline([('SMOTE', resampling), ('Logistic Regression', model)])
--------------------------------------------------------------------------- NameError Traceback (most recent call last) <ipython-input-1-079b5cd6d0cd> in <module> 3 4 # Define which resampling method and which ML model to use in the pipeline ----> 5 resampling = SMOTE(sampling_strategy='minority') 6 model = LogisticRegression() 7 NameError: name 'SMOTE' is not defined
# Split your data X and y, into a training and a test set and fit the pipeline onto the training data
X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.3,random_state=0)
# Fit your pipeline onto your training set and obtain predictions by fitting the model onto the test data
pipeline.fit(X_train, y_train)
predicted = pipeline.predict(X_test)
# Obtain the results from the classification report and confusion matrix
print('Classifcation report:\n', classification_report(y_test, predicted))
conf_mat = confusion_matrix(y_true=y_test, y_pred=predicted)
print('Confusion matrix:\n', conf_mat)
# Calculate average precision and the PR curve
average_precision = average_precision_score(y_test, predicted)
# Obtain precision and recall
precision, recall, _ = precision_recall_curve(y_test, predicted)
# Plot the recall precision tradeoff
plot_pr_curve(recall, precision, average_precision)
#Correct: The ROC curve plots the true positives vs. false positives , for a classifier, as its discrimination threshold is varied. Since, a random method describes a horizontal curve through the unit interval, it has an AUC of 0.5. Minimally, classifiers should perform better than this, and the extent to which they score higher than one another (meaning the area under the ROC curve is larger), they have better expected performance.
print(df.isnull().sum())
golivedate 0 ApplicationID 0 Agreementno 0 PersonalType 0 Gender 0 MaritalStatus 0 ResidenceCompanyCity 0 ResidenceCompanyZipCode 0 HomeCompanyStatus 12 CompanyCity 20 CompanyZipCode 20 Pekerjaan 0 employmentsinceyear 0 Pendidikan 0 Wayofpayment 0 IsSyariah 0 ProductType 0 UsedNew 0 GroupProductId 0 PurposeOfFinancingID 27 applicationsource 0 FirstInstallment 0 Tenor 0 brand 0 AssetCategory 2 AssetUsage 0 MainCoverage 38 LTV 0 BICheckingResult 43 BirthDate 0 area_region 0 CustomerType 0 NTFIDR 0 numofassetunit 0 Pendapatan 0 Bidang_usaha 1 flagImpact 0 flagImpactHL 0 CreditScoringResult 0 Autoapprovalresult 70346 Creditscore 0 CreditScoreSchemeID 0 isoveride 0 IsVosPay 152467 applicationstep 0 CreditScoringDate 2 ProductOffering 0 AutoApprovalFailed 55679 max_ovd 5679 DPPercentage 0 MOB 0 SektorEkonomi 5627 SupplierId 0 SupplierName 0 SupplierAssetStatus 0 CAMOSObligorExposure 0 InstallmentScheme 0 AssetType 0 AssetCategoryId 2 FlagMerkPopular 0 AssetCategoryName 152459 MadeIn 12 isKPM 0 Jenis_KPM 0 jmltunggakanpokok 0 jenispinjaman 30875 jmltunggakanhari 0 FlagNegCust 0 dukcapil 150230 RepossesDate 152467 ContinueCreditApproval 152467 dayoverduemax 550 ever30plus 543 FlagRO 0 flagbad 0 dtype: int64
df.nunique()
golivedate 134616 ApplicationID 152467 Agreementno 152467 PersonalType 3 Gender 2 MaritalStatus 5 ResidenceCompanyCity 516 ResidenceCompanyZipCode 6061 HomeCompanyStatus 5 CompanyCity 720 CompanyZipCode 6776 Pekerjaan 105 employmentsinceyear 461 Pendidikan 10 Wayofpayment 3 IsSyariah 2 ProductType 7 UsedNew 2 GroupProductId 7 PurposeOfFinancingID 2 applicationsource 4 FirstInstallment 2 Tenor 81 brand 70 AssetCategory 22 AssetUsage 2 MainCoverage 3 LTV 7203 BICheckingResult 8 BirthDate 17407 area_region 5 CustomerType 1 NTFIDR 120033 numofassetunit 2 Pendapatan 51618 Bidang_usaha 81 flagImpact 2 flagImpactHL 2 CreditScoringResult 2 Autoapprovalresult 2 Creditscore 501 CreditScoreSchemeID 7 isoveride 2 IsVosPay 0 applicationstep 2 CreditScoringDate 152324 ProductOffering 1021 AutoApprovalFailed 26 max_ovd 411 DPPercentage 100996 MOB 124 SektorEkonomi 183 SupplierId 2664 SupplierName 2371 SupplierAssetStatus 3 CAMOSObligorExposure 12324 InstallmentScheme 3 AssetType 3 AssetCategoryId 22 FlagMerkPopular 2 AssetCategoryName 2 MadeIn 12 isKPM 2 Jenis_KPM 3 jmltunggakanpokok 15766 jenispinjaman 9 jmltunggakanhari 3214 FlagNegCust 2 dukcapil 3 RepossesDate 0 ContinueCreditApproval 0 dayoverduemax 1631 ever30plus 2 FlagRO 2 flagbad 2 dtype: int64
df.dropna(subset=['AssetCategory','HomeCompanyStatus', 'Bidang_usaha','CompanyCity','PurposeOfFinancingID','MainCoverage','MadeIn'],inplace=True)
df['Autoapprovalresult'] = df['Autoapprovalresult'].fillna(value = '-')
df['AutoApprovalFailed'] = df['AutoApprovalFailed'].fillna(value = '-')
df['AssetCategoryName'] = df['AssetCategoryName'].fillna(value = '-')
df['jenispinjaman'] = df['jenispinjaman'].fillna(value = '-')
print(df.isnull().sum())
golivedate 0 ApplicationID 0 Agreementno 0 PersonalType 0 Gender 0 MaritalStatus 0 ResidenceCompanyCity 0 ResidenceCompanyZipCode 0 HomeCompanyStatus 0 CompanyCity 0 CompanyZipCode 0 Pekerjaan 0 employmentsinceyear 0 Pendidikan 0 Wayofpayment 0 IsSyariah 0 ProductType 0 UsedNew 0 GroupProductId 0 PurposeOfFinancingID 0 applicationsource 0 FirstInstallment 0 Tenor 0 brand 0 AssetCategory 0 AssetUsage 0 MainCoverage 0 LTV 0 BICheckingResult 43 BirthDate 0 area_region 0 CustomerType 0 NTFIDR 0 numofassetunit 0 Pendapatan 0 Bidang_usaha 0 flagImpact 0 flagImpactHL 0 CreditScoringResult 0 Autoapprovalresult 0 Creditscore 0 CreditScoreSchemeID 0 isoveride 0 IsVosPay 152358 applicationstep 0 CreditScoringDate 2 ProductOffering 0 AutoApprovalFailed 0 max_ovd 5645 DPPercentage 0 MOB 0 SektorEkonomi 5593 SupplierId 0 SupplierName 0 SupplierAssetStatus 0 CAMOSObligorExposure 0 InstallmentScheme 0 AssetType 0 AssetCategoryId 0 FlagMerkPopular 0 AssetCategoryName 0 MadeIn 0 isKPM 0 Jenis_KPM 0 jmltunggakanpokok 0 jenispinjaman 0 jmltunggakanhari 0 FlagNegCust 0 dukcapil 150125 RepossesDate 152358 ContinueCreditApproval 152358 dayoverduemax 540 ever30plus 533 FlagRO 0 flagbad 0 dtype: int64
df=df.drop(['golivedate',
'ApplicationID',
'Agreementno',
'ResidenceCompanyZipCode',
'CompanyZipCode',
'employmentsinceyear',
'Tenor',
'brand',
'LTV',
'BICheckingResult',
'BirthDate',
'area_region',
'CustomerType',
'IsVosPay',
'CreditScoringDate',
'max_ovd',
'RepossesDate',
'ContinueCreditApproval',
'dayoverduemax',
'ever30plus',
'applicationstep',
'dukcapil',
'MOB',
'AssetCategoryName'],axis=1)
df.columns
Index(['PersonalType', 'Gender', 'MaritalStatus', 'ResidenceCompanyCity',
'HomeCompanyStatus', 'CompanyCity', 'Pekerjaan', 'Pendidikan',
'Wayofpayment', 'IsSyariah', 'ProductType', 'UsedNew', 'GroupProductId',
'PurposeOfFinancingID', 'applicationsource', 'FirstInstallment',
'AssetCategory', 'AssetUsage', 'MainCoverage', 'NTFIDR',
'numofassetunit', 'Pendapatan', 'Bidang_usaha', 'flagImpact',
'flagImpactHL', 'CreditScoringResult', 'Autoapprovalresult',
'Creditscore', 'CreditScoreSchemeID', 'isoveride', 'ProductOffering',
'AutoApprovalFailed', 'DPPercentage', 'SektorEkonomi', 'SupplierId',
'SupplierName', 'SupplierAssetStatus', 'CAMOSObligorExposure',
'InstallmentScheme', 'AssetType', 'AssetCategoryId', 'FlagMerkPopular',
'MadeIn', 'isKPM', 'Jenis_KPM', 'jmltunggakanpokok', 'jenispinjaman',
'jmltunggakanhari', 'FlagNegCust', 'FlagRO', 'flagbad'],
dtype='object')
df.dtypes
PersonalType object Gender object MaritalStatus object ResidenceCompanyCity object HomeCompanyStatus object CompanyCity object Pekerjaan object Pendidikan object Wayofpayment object IsSyariah int64 ProductType object UsedNew object GroupProductId object PurposeOfFinancingID object applicationsource object FirstInstallment object AssetCategory object AssetUsage object MainCoverage object NTFIDR float64 numofassetunit int64 Pendapatan float64 Bidang_usaha object flagImpact object flagImpactHL int64 CreditScoringResult object Autoapprovalresult object Creditscore float64 CreditScoreSchemeID object isoveride object ProductOffering object AutoApprovalFailed object DPPercentage float64 SektorEkonomi object SupplierId object SupplierName object SupplierAssetStatus object CAMOSObligorExposure float64 InstallmentScheme object AssetType object AssetCategoryId object FlagMerkPopular int64 MadeIn object isKPM object Jenis_KPM object jmltunggakanpokok float64 jenispinjaman object jmltunggakanhari int64 FlagNegCust object FlagRO object flagbad int64 dtype: object
toSearch = df.loc[:, ['PersonalType', 'Gender', 'MaritalStatus', 'ResidenceCompanyCity',
'HomeCompanyStatus', 'CompanyCity', 'Pekerjaan', 'Pendidikan',
'Wayofpayment', 'ProductType', 'UsedNew', 'GroupProductId',
'PurposeOfFinancingID', 'applicationsource', 'FirstInstallment',
'AssetCategory', 'AssetUsage', 'MainCoverage',
'Bidang_usaha', 'flagImpact',
'CreditScoringResult', 'Autoapprovalresult',
'CreditScoreSchemeID', 'isoveride', 'ProductOffering',
'AutoApprovalFailed', 'SektorEkonomi', 'SupplierId',
'SupplierName', 'SupplierAssetStatus',
'InstallmentScheme', 'AssetType', 'AssetCategoryId',
'MadeIn', 'isKPM', 'Jenis_KPM',
'jenispinjaman', 'FlagNegCust',
'FlagRO']]
toSearch = toSearch.agg(LabelEncoder().fit_transform)
toSearch['IsSyariah']=df['IsSyariah']
toSearch['NTFIDR']=df['NTFIDR']
toSearch['numofassetunit']=df['numofassetunit']
toSearch['Pendapatan']=df['Pendapatan']
toSearch['flagImpactHL']=df['flagImpactHL']
toSearch['Creditscore']=df['Creditscore']
toSearch['DPPercentage']=df['DPPercentage']
toSearch['CAMOSObligorExposure']=df['CAMOSObligorExposure']
toSearch['FlagMerkPopular']=df['FlagMerkPopular']
toSearch['jmltunggakanpokok']=df['jmltunggakanpokok']
toSearch['jmltunggakanhari']=df['jmltunggakanhari']
toSearch['flagbad']=df['flagbad']
plt.subplots(figsize=(100,100))
sns.heatmap(toSearch.corr(), cmap ="YlGnBu", annot=True)
<AxesSubplot:>
toSearch.corr()['SektorEkonomi'].sort_values()
FirstInstallment -0.237651 Autoapprovalresult -0.183724 isoveride -0.177105 ProductOffering -0.157831 AutoApprovalFailed -0.120208 applicationsource -0.100213 NTFIDR -0.096146 FlagRO -0.093283 AssetCategory -0.090027 AssetCategoryId -0.089995 DPPercentage -0.088099 PersonalType -0.073764 flagImpactHL -0.072348 flagImpact -0.072348 UsedNew -0.066459 IsSyariah -0.055754 GroupProductId -0.055298 Pekerjaan -0.054495 SupplierId -0.052844 Bidang_usaha -0.043252 jenispinjaman -0.043068 Pendapatan -0.040767 PurposeOfFinancingID -0.036850 CAMOSObligorExposure -0.036773 HomeCompanyStatus -0.035884 AssetUsage -0.022034 Gender -0.015821 jmltunggakanpokok -0.008613 AssetType -0.007197 jmltunggakanhari -0.005317 SupplierAssetStatus -0.002614 numofassetunit -0.000303 isKPM 0.001102 ResidenceCompanyCity 0.001965 CompanyCity 0.002593 Pendidikan 0.004392 Jenis_KPM 0.005224 MaritalStatus 0.007510 SupplierName 0.015735 ProductType 0.018116 CreditScoreSchemeID 0.019481 FlagNegCust 0.024383 FlagMerkPopular 0.038066 InstallmentScheme 0.042880 Wayofpayment 0.061507 MadeIn 0.076487 MainCoverage 0.076945 flagbad 0.089780 Creditscore 0.120781 CreditScoringResult 0.199739 SektorEkonomi 1.000000 AssetCategoryName NaN Name: SektorEkonomi, dtype: float64
df['SektorEkonomi'][df['FirstInstallment'] == 'ADDM'].value_counts()
RUMAH TANGGA UNTUK PEMILIKAN MOBIL RODA EMPAT 61276 AKTIVITAS JASA PERORANGAN LAINNYA 56170 RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL S.D. TIPE 21 850 AKTIVITAS ORGANISASI KEANGGOTAAN LAINNYA YTDL 253 RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN TIPE DIATAS 70 162 BUKAN LAPANGAN USAHA LAINNYA 121 RUMAH TANGGA UNTUK PEMILIKAN RUMAH TOKO (RUKO) ATAU RUMAH KANTOR (RUKAN) 109 RUMAH TANGGA UNTUK PEMILIKAN KENDARAAN BERMOTOR LAINNYA 93 AKTIVITAS BADAN INTERNASIONAL DAN BADAN EKSTRA INTERNASIONAL LAINNYA 69 RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL TIPE DIATAS 21 S.D. 70 46 RUMAH TANGGA UNTUK PEMILIKAN PERALATAN LAINNYA 32 RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA LAINNYA 30 ADMINISTRASI PEMERINTAHAN DAN KEBIJAKAN EKONOMI DAN SOSIAL 27 RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL TIPE DIATAS 70 21 AKTIVITAS RUMAH SAKIT 20 PENYEDIAAN AKOMODASI LAINNYA 19 AKTIVITAS PROFESIONAL, ILMIAH DAN TEKNIS LAINNYA 17 INDUSTRI PRODUK MAKANAN LAINNYA 17 RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN TIPE DIATAS 21 S.D. 70 16 PERDAGANGAN BESAR GULA, COKLAT DAN KEMBANG GULA 15 RUMAH TANGGA UNTUK PEMILIKAN SEPEDA BERMOTOR 11 PENDIDIKAN LAINNYA 11 PERDAGANGAN MOBIL 11 KONSTRUKSI GEDUNG LAINNYA 9 PERDAGANGAN ECERAN KHUSUS BARANG LAINNYA YTDL 9 PETERNAKAN UNGGAS 9 PERKEBUNAN BUAH KELAPA SAWIT 9 RESTORAN DAN RUMAH MAKAN 9 PERDAGANGAN ECERAN YANG UTAMANYA MAKANAN, MINUMAN ATAU TEMBAKAU DI TOKO 9 HOTEL BINTANG 8 PENGGALIAN BATU, PASIR DAN TANAH LIAT 8 INDUSTRI MESIN PENAMBANGAN, PENGGALIAN DAN KONSTRUKSI 8 PENDIDIKAN DASAR DAN PENDIDIKAN ANAK USIA DINI 8 PERDAGANGAN BESAR BARANG KEPERLUAN RUMAH TANGGA LAINNYA 8 PERDAGANGAN ECERAN KHUSUS BARANG DAN BAHAN BANGUNAN, CAT DAN KACA DI TOKO 7 PENDIDIKAN MENENGAH 7 INDUSTRI SUKU CADANG DAN AKSESORI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH 7 INDUSTRI PENGOLAHAN LAINNYA 6 PERDAGANGAN ECERAN KHUSUS MAKANAN, MINUMAN DAN TEMBAKAU LAINNYA DI TOKO 6 AKTIVITAS POS DAN KURIR 6 AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI ALAT TRANSPORTASI DARAT BUKAN KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH 6 PENYEDIAAN MAKANAN DAN MINUMAN LAINNYA 5 PERTANIAN PADI 5 RUMAH TANGGA UNTUK PEMILIKAN TRUK DAN KENDARAAN BERMOTOR RODA ENAM ATAU LEBIH 5 RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN S.D. TIPE 21 5 PETERNAKAN LAINNYA 5 AKTIVITAS HUKUM DAN AKUNTANSI 5 PERDAGANGAN BESAR PRODUK LAINNYA YTDL 5 INDUSTRI FURNITUR 4 RUMAH TANGGA UNTUK PEMILIKAN TELEVISI, RADIO, DAN ALAT ELEKTRONIK 4 PERDAGANGAN BESAR TEKSTIL, PAKAIAN DAN ALAS KAKI LAINNYA 4 INDUSTRI KERTAS DAN PAPAN KERTAS BERGELOMBANG DAN WADAH DARI KERTAS DAN PAPAN KERTAS 4 PENANGKAPAN BIOTA AIR LAINNYA DI LAUT 4 INDUSTRI SEPEDA MOTOR RODA DUA DAN TIGA 4 INDUSTRI PERALATAN PENGONTROL DAN PENDISTRIBUSIAN LISTRIK 4 AKTIVITAS PELAYANAN KESEHATAN MANUSIA LAINNYA 4 PERTAMBANGAN BATU BARA DAN LIGNIT 4 PERDAGANGAN BESAR BAHAN KONSTRUKSI LAINNYA 4 PERDAGANGAN ECERAN KHUSUS BAHAN KIMIA, BARANG FARMASI, ALAT KEDOKTERAN, PARFUM DAN KOSMETIK DI TOKO 4 INDUSTRI BARANG KIMIA LAINNYA YTDL 4 PERDAGANGAN ECERAN KHUSUS PAKAIAN, ALAS KAKI DAN BARANG DARI KULIT DI TOKO 4 AKTIVITAS JASA KEUANGAN LAINNYA YTDL, BUKAN ASURANSI DAN DANA PENSIUN 3 INDUSTRI PERALATAN FOTOGRAFI DAN INSTRUMEN OPTIK BUKAN KACA MATA 3 INDUSTRI BARANG LOGAM SIAP PASANG UNTUK BANGUNAN, TANGKI, TANDON AIR DAN GENERATOR UAP 3 INDUSTRI PUPUK DAN BAHAN SENYAWA NITROGEN 3 PERDAGANGAN KAYU 3 PERDAGANGAN ECERAN KHUSUS BAHAN BAKAR KENDARAAN BERMOTOR 3 RUMAH TANGGA UNTUK PEMILIKAN FURNITUR DAN PERALATAN RUMAH TANGGA 3 INDUSTRI KAROSERI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH DAN INDUSTRI TRAILER DAN SEMI TRAILER 3 INDUSTRI KABEL DAN PERLENGKAPANNYA 2 INDUSTRI MESIN KEPERLUAN KHUSUS LAINNYA 2 INDUSTRI BARANG DARI PLASTIK 2 PERDAGANGAN SUKU CADANG DAN AKSESORI MOBIL 2 AKTIVITAS SOSIAL 2 PERDAGANGAN ECERAN KHUSUS TEKSTIL DI TOKO 2 AKTIVITAS PRODUKSI GAMBAR BERGERAK, VIDEO DAN PROGRAM TELEVISI 2 INDUSTRI KOMPUTER DAN PERLENGKAPANNYA 2 INDUSTRI BARANG LAINNYA DARI KAYU; INDUSTRI BARANG DARI GABUS DAN BARANG ANYAMAN DARI JERAMI, ROTAN, BAMBU DAN SEJENISNYA 2 INSTALASI SISTEM KELISTRIKAN, AIR (PIPA) DAN INSTALASI KONSTRUKSI LAINNYA 2 PERTANIAN JAGUNG 2 PENGADAAN DAN DISTRIBUSI GAS ALAM DAN BUATAN 2 PERDAGANGAN BESAR BAHAN BAKAR PADAT, CAIR DAN GAS DAN PRODUK YBDI 2 PENYIAPAN TANAH PEMUKIMAN TRANSMIGRASI (PTPT) 2 INDUSTRI PRODUK ROTI DAN KUE 2 AKTIVITAS PENUNJANG JASA KEUANGAN LAINNYA 2 INDUSTRI PENGECORAN BESI DAN BAJA 2 INDUSTRI BUBUR KERTAS, KERTAS DAN PAPAN KERTAS 2 PERDAGANGAN SUKU CADANG SEPEDA MOTOR DAN AKSESORINYA 2 INDUSTRI PENGGILINGAN SERELIA DAN BIJI-BIJIAN LAINNYA (BUKAN BERAS DAN JAGUNG) 2 ANGKUTAN LAUT DALAM NEGERI UNTUK PENUMPANG 2 INDUSTRI ROKOK DAN PRODUK TEMBAKAU LAINNYA 2 INDUSTRI PAKAIAN JADI DAN PERLENGKAPANNYA, BUKAN PAKAIAN JADI DARI KULIT BERBULU 2 INDUSTRI SEMEN, KAPUR DAN GIPS 2 AKTIVITAS PENUNJANG ANGKUTAN 2 ASURANSI, REASURANSI DAN DANA PENSIUN, BUKAN JAMINAN SOSIAL WAJIB 2 PERANTARA MONETER 2 PERTAMBANGAN DAN PENGGALIAN LAINNYA YTDL 2 KONSTRUKSI BANGUNAN SIPIL LAINNYA YTDL 2 PENDIDIKAN TINGGI 2 AKTIVITAS KANTOR BERITA 2 INDUSTRI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH 2 PERDAGANGAN ECERAN KAKI LIMA DAN LOS PASAR MAKANAN, MINUMAN DAN PRODUK TEMBAKAU HASIL INDUSTRI PENGOLAHAN 2 REAL ESTATE PERUMAHAN SEDERHANA PERUMNAS TIPE 22 S.D. 70 2 INDUSTRI TEKSTIL LAINNYA 2 INDUSTRI PERALATAN IRADIASI, ELEKTROMEDIKAL DAN ELEKTROTERAPI 2 INDUSTRI KAYU LAPIS, VENEER DAN SEJENISNYA 2 PERDAGANGAN ECERAN BERBAGAI MACAM BARANG YANG DIDOMINASI OLEH BARANG BUKAN MAKANAN DAN TEMBAKAU DI TOKO 2 PERDAGANGAN ECERAN KHUSUS KOMODITI MAKANAN DARI HASIL PERTANIAN DI TOKO 2 AKTIVITAS KONSULTASI KOMPUTER DAN MANAJEMEN FASILITAS KOMPUTER 2 ANGKUTAN LAUT LUAR NEGERI UNTUK PENUMPANG 1 PERDAGANGAN KARET 1 INDUSTRI BAHAN BAKAR DAN MINYAK PELUMAS HASIL PENGILANGAN MINYAK BUMI 1 AKTIVITAS PENUNJANG PERTAMBANGAN MINYAK BUMI DAN GAS ALAM 1 RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN RUMAH TINGGAL TIPE DIATAS 70 1 EKSTRAKSI GARAM 1 PERTANIAN TANAMAN SEMUSIM LAINNYA YTDL 1 PERKEBUNAN TANAMAN OBAT/BAHAN FARMASI 1 INDUSTRI MINUMAN 1 RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN RUKO/RUKAN 1 PERPUSTAKAAN DAN ARSIP 1 PERKEBUNAN KARET DAN TANAMAN PENGHASIL GETAH LAINNYA 1 AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI MESIN KANTOR DAN PERALATANNYA 1 INDUSTRI PENGOLAHAN DAN PENGAWETAN LAINNYA BUAH-BUAHAN DAN SAYURAN 1 INDUSTRI KOPRA, TEPUNG DAN PELET KELAPA 1 INDUSTRI MESIN TEKSTIL, PAKAIAN JADI DAN PRODUK KULIT 1 PERDAGANGAN BESAR BERAS 1 INDUSTRI PENGOLAHAN DAN PENGAWETAN IKAN DAN BIOTA AIR 1 PENGELOLAAN AIR 1 PERTANIAN SAYURAN, BUAH DAN ANEKA UMBI LAINNYA 1 KONSTRUKSI PERUMAHAN SEDERHANA BANK TABUNGAN NEGARA 1 AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI MESIN DAN PERALATAN KONSTRUKSI DAN TEKNIK SIPIL 1 PERTANIAN TANAMAN HIAS 1 REAL ESTATE GEDUNG RUMAH TOKO (RUKO) ATAU RUMAH KANTOR (RUKAN) 1 PERTANIAN TANAMAN UNTUK BAHAN MINUMAN LAINNYA 1 AKTIVITAS PENGOLAHAN DATA 1 PERTAMBANGAN PASIR BESI DAN BIJIH BESI 1 PERDAGANGAN BESAR ATAS DASAR BALAS JASA (fee) ATAU KONTRAK 1 KONSTRUKSI JALAN RAYA SELAIN TOL 1 PERDAGANGAN BESAR HASIL PERIKANAN 1 JASA NILAI TAMBAH TELEPONI DAN JASA MULTIMEDIA 1 ANGKUTAN UDARA BERJADWAL UNTUK PENUMPANG 1 PERDAGANGAN ECERAN MELALUI PEMESANAN POS ATAU INTERNET 1 PENANGKAPAN IKAN LAINNYA 1 INDUSTRI PEMBUATAN KAPAL DAN PERAHU 1 REAL ESTATE LAINNYA 1 INDUSTRI PENGOLAHAN TEMBAKAU LAINNYA 1 PERDAGANGAN BESAR BAHAN MAKANAN DAN MINUMAN HASIL PERTANIAN LAINNYA 1 RUMAH TANGGA UNTUK KEPERLUAN YANG TIDAK DIKLASIFIKASIKAN DI TEMPAT LAIN 1 INDUSTRI PERALATAN RUMAH TANGGA 1 AKTIVITAS PENUNJANG ASURANSI DAN DANA PENSIUN 1 PERDAGANGAN ECERAN KHUSUS BARANG BUDAYA DAN REKREASI DI TOKO KHUSUS 1 PERTAMBANGAN MINERAL, BAHAN KIMIA DAN BAHAN PUPUK 1 INDUSTRI LOGAM DASAR BESI DAN BAJA 1 AKTIVITAS TELEKOMUNIKASI LAINNYA YTDL 1 INDUSTRI MINYAK MENTAH DAN LEMAK NABATI DAN HEWANI LAINNYA 1 INDUSTRI TEMPE DAN TAHU KEDELAI 1 AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI BARANG PRIBADI DAN RUMAH TANGGA 1 REAL ESTAT ATAS DASAR BALAS JASA (fee) ATAU KONTRAK 1 RUMAH TANGGA UNTUK PEMILIKAN KOMPUTER DAN ALAT KOMUNIKASI 1 PERDAGANGAN BESAR HASIL PERTANIAN DAN HEWAN HIDUP LAINNYA 1 KONSTRUKSI BANGUNAN ELEKTRIKAL DAN KOMUNIKASI LAINNYA 1 INDUSTRI PERALATAN KOMUNIKASI 1 PERDAGANGAN BESAR ALAT LABORATORIUM, FARMASI DAN KEDOKTERAN 1 SEWA GUNA USAHA DENGAN HAK OPSI 1 INDUSTRI BATU BATERAI DAN AKUMULATOR LISTRIK 1 INDUSTRI PENGOLAHAN SUSU, PRODUK DARI SUSU DAN ES KRIM 1 PERDAGANGAN BESAR PUPUK DAN PRODUK AGROKIMIA 1 ANGKUTAN PENYEBERANGAN UNTUK PENUMPANG 1 PERDAGANGAN ECERAN KAKI LIMA DAN LOS PASAR TEKSTIL, PAKAIAN DAN ALAS KAKI 1 INDUSTRI FARMASI, PRODUK OBAT KIMIA DAN OBAT TRADISIONAL 1 PENYIAPAN LAHAN LAINNYA DAN PEMBONGKARAN 1 PERDAGANGAN BIJI KELAPA SAWIT 1 PERTANIAN BUAH JERUK 1 AKTIVITAS TELEKOMUNIKASI DENGAN KABEL, TANPA KABEL DAN SATELIT 1 KONSTRUKSI JALAN TOL 1 INDUSTRI ALAT UKUR WAKTU 1 KONSTRUKSI GEDUNG PERBELANJAAN PASAR INPRES 1 PENELITIAN DAN PENGEMBANGAN ILMU PENGETAHUAN SOSIAL DAN HUMANIORA 1 PERDAGANGAN ECERAN BARANG KERAJINAN DAN LUKISAN DI TOKO 1 PERTAMBANGAN MINYAK BUMI DAN GAS ALAM 1 RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN APARTEMEN TIPE 22 S.D 70 1 Name: SektorEkonomi, dtype: int64
df['SektorEkonomi'][df['FirstInstallment'] == 'ADDB'].value_counts()
RUMAH TANGGA UNTUK PEMILIKAN MOBIL RODA EMPAT 22994 AKTIVITAS JASA PERORANGAN LAINNYA 3893 RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL S.D. TIPE 21 45 AKTIVITAS ORGANISASI KEANGGOTAAN LAINNYA YTDL 14 RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN TIPE DIATAS 70 3 AKTIVITAS BADAN INTERNASIONAL DAN BADAN EKSTRA INTERNASIONAL LAINNYA 3 ADMINISTRASI PEMERINTAHAN DAN KEBIJAKAN EKONOMI DAN SOSIAL 2 PERANTARA MONETER 1 PERKEBUNAN TEBU 1 RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN S.D. TIPE 21 1 RUMAH TANGGA UNTUK PEMILIKAN SEPEDA BERMOTOR 1 KONSTRUKSI GEDUNG LAINNYA 1 PERTAMBANGAN BATU BARA DAN LIGNIT 1 AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI ALAT TRANSPORTASI UDARA 1 PENDIDIKAN TINGGI 1 RUMAH TANGGA UNTUK PEMILIKAN KENDARAAN BERMOTOR LAINNYA 1 AKTIVITAS PELAYANAN KESEHATAN MANUSIA LAINNYA 1 INDUSTRI PEMBUATAN KAPAL DAN PERAHU 1 PERDAGANGAN MOBIL 1 RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL TIPE DIATAS 21 S.D. 70 1 Name: SektorEkonomi, dtype: int64
df['SektorEkonomi'] = df['SektorEkonomi'].fillna(value = 'RUMAH TANGGA UNTUK PEMILIKAN MOBIL RODA EMPAT')
#sns.pairplot(toSearch,hue="flagbad")
df.dtypes
PersonalType object Gender object MaritalStatus object ResidenceCompanyCity object HomeCompanyStatus object CompanyCity object Pekerjaan object Pendidikan object Wayofpayment object IsSyariah int64 ProductType object UsedNew object GroupProductId object PurposeOfFinancingID object applicationsource object FirstInstallment object AssetCategory object AssetUsage object MainCoverage object NTFIDR float64 numofassetunit int64 Pendapatan float64 Bidang_usaha object flagImpact object flagImpactHL int64 CreditScoringResult object Autoapprovalresult object Creditscore float64 CreditScoreSchemeID object isoveride object ProductOffering object AutoApprovalFailed object DPPercentage float64 SektorEkonomi object SupplierId object SupplierName object SupplierAssetStatus object CAMOSObligorExposure float64 InstallmentScheme object AssetType object AssetCategoryId object FlagMerkPopular int64 AssetCategoryName object MadeIn object isKPM object Jenis_KPM object jmltunggakanpokok float64 jenispinjaman object jmltunggakanhari int64 FlagNegCust object FlagRO object flagbad int64 dtype: object
(df['flagbad'].value_counts(normalize=True).round(4)*100).plot.bar()
plt.rcParams["figure.figsize"] = [10,4]
print(df.PersonalType.value_counts(dropna = False))
plt.subplot(1,2,1)
df.PersonalType.value_counts(dropna= False).plot.bar()
plt.xlabel('PersonalType')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.PersonalType.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('PersonalType')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.PersonalType.unique())
Employee 81274 Entrepreneur 68188 Professional 2896 Name: PersonalType, dtype: int64 ['Entrepreneur' 'Employee' 'Professional']
print(df.Gender.value_counts(dropna = False))
plt.subplot(1,2,1)
df.Gender.value_counts(dropna= False).plot.bar()
plt.xlabel('Gender')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.Gender.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('Gender')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.Gender.unique())
Male 106140 Female 46218 Name: Gender, dtype: int64 ['Male' 'Female']
print(df.MaritalStatus.value_counts(dropna = False))
plt.subplot(1,2,1)
df.MaritalStatus.value_counts(dropna= False).plot.bar()
plt.xlabel('MaritalStatus')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.MaritalStatus.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('MaritalStatus')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.MaritalStatus.unique())
Married 129066 Single 15516 Divorce 4399 Widow 3375 Conversion 2 Name: MaritalStatus, dtype: int64 ['Married' 'Single' 'Widow' 'Divorce' 'Conversion']
print(df.ResidenceCompanyCity.value_counts(dropna = False))
plt.subplot(1,2,1)
df.ResidenceCompanyCity.value_counts(dropna= False).plot.bar()
plt.xlabel('ResidenceCompanyCity')
plt.ylabel('Amount')
plt.subplot(1,2,2)
prob=df['ResidenceCompanyCity'].value_counts(normalize=True, dropna= False).round(4) * 100
threshold=0.1
mask=prob>threshold
tail_prob=prob.loc[~mask].sum()
prob=prob.loc[mask]
prob['OTHER']=tail_prob
prob.plot.bar()
plt.xlabel('ResidenceCompanyCity')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.ResidenceCompanyCity.unique())
TANGERANG 11730 BANDUNG 9545 BEKASI 9171 JAKARTA BARAT 7789 SURABAYA 7501 JAKARTA UTARA 6160 JAKARTA TIMUR 5170 MEDAN 5136 BOGOR 4987 PALEMBANG 4356 JAKARTA SELATAN 4305 DEPOK 3553 MAKASSAR 3306 SIDOARJO 3064 PEKANBARU 2756 SEMARANG 2386 DENPASAR 2325 JAKARTA PUSAT 2044 CIREBON 1741 BATAM 1723 KARAWANG 1648 PADANG 1538 JAMBI 1300 BADUNG 1278 DELI SERDANG 1238 SAMARINDA 1221 BALIKPAPAN 1165 BANDAR LAMPUNG 1151 MANADO 1128 MALANG 1080 TANGERANG SELATAN 1050 SLEMAN 982 CIMAHI 974 BANJARMASIN 718 SERANG 707 PANGKAL PINANG 682 INDRAMAYU 661 BANDA ACEH 638 GRESIK 637 KAMPAR 629 GOWA 603 GORONTALO 543 SUBANG 504 BANTUL 490 PALANGKARAYA 466 JEMBER 466 GIANYAR 455 BANYUWANGI 450 GARUT 447 KUNINGAN 444 MOJOKERTO 414 MATARAM 414 BANJARBARU 413 SUKOHARJO 407 MAJALENGKA 393 BANGKA 378 ACEH BESAR 373 BANJAR 370 PURWAKARTA 366 BENGKALIS 358 BANDUNG BARAT 357 KUTAI KARTANEGARA 347 SURAKARTA 342 SUMEDANG 336 PONTIANAK 335 YOGYAKARTA 325 PELALAWAN 321 BANDARLAMPUNG 317 SUKABUMI 313 PASURUAN 311 MUSI BANYUASIN 307 DEMAK 305 KLATEN 296 MINAHASA 295 KEDIRI 293 SIAK 293 LOMBOK TENGAH 277 ROKAN HULU 275 TABANAN 266 CILEGON 265 KARANGANYAR 252 NUSA TENGGARA BARAT 248 DUMAI 245 LAMPUNG SELATAN 244 KENDAL 235 MAROS 225 PRABUMULIH 224 BANYUMAS 217 PESISIR SELATAN 215 BANGKA TENGAH 215 BULELENG 214 MINAHASA UTARA 210 CIANJUR 208 LOMBOK BARAT 200 BANYUASIN 196 JOMBANG 191 TANAH BUMBU 189 MAGELANG 188 BANGKA BARAT 186 MUARO JAMBI 185 BINJAI 185 JEPARA 180 PASAMAN BARAT 173 LAMONGAN 172 BLITAR 164 BANGKA SELATAN 159 PANDEGLANG 158 SRAGEN 155 BOYOLALI 154 LAMPUNG TENGAH 153 BITUNG 151 LANGKAT 142 KOTA BEKASI 137 SINGARAJA 135 CILACAP 133 TULUNGAGUNG 133 SOLOK 128 PIDIE 127 OGAN ILIR 126 GROBOGAN 126 TAKALAR 125 PROBOLINGGO 124 PALU 123 LEBAK 123 KUDUS 123 BREBES 119 INDRAGIRI HULU 118 OGAN KOMERING ILIR 116 LOMBOK TIMUR 116 PADANG PARIAMAN 116 LEMATANG ILIR OGAN TENGAH 114 PANGKAJENE KEPULAUAN 113 PATI 113 KARANGASEM 112 SITUBONDO 111 KUANTAN SINGINGI 109 TASIKMALAYA 108 METRO 108 TANAH LAUT 107 TEGAL 106 TOMOHON 105 LUMAJANG 104 KAPUAS 102 CIBINONG 101 LUBUK LINGGAU 99 KOTA TANGERANG 97 BANGLI 96 BATANG HARI 95 ROKAN HILIR 94 JEMBRANA 91 MUSI RAWAS 91 MINAHASA SELATAN 88 DHARMASRAYA 83 BONEBOLANGO 83 BANTEN 83 PURWOREJO 82 BIREUEN 81 LAMPUNG TIMUR 81 NGANJUK 81 AGAM 80 BARITO KUALA 80 PEKALONGAN 78 WONOGIRI 78 LOMBOK UTARA 78 KULON PROGO 78 KOTA BANDUNG 77 SERDANG BEDAGAI 76 BONDOWOSO 76 KUBU RAYA 75 ACEH BARAT 75 TAPIN 75 TANAH DATAR 74 TANJUNG JABUNG BARAT 73 TUBAN 71 KEPULAUAN SANGIHE 71 KEBUMEN 70 ACEH UTARA 69 TEMANGGUNG 69 SALATIGA 68 KAB BANDUNG 67 KARO 67 BOJONEGORO 67 MINAHASA TENGGARA 64 BONE 61 TEBING TINGGI 60 BANGKALAN 59 PARIAMAN 59 MUARA ENIM 58 KOTAWARINGIN TIMUR 58 KLUNGKUNG 58 BARRU 57 TABALONG 57 PAYAKUMBUH 56 ACEH TIMUR 56 KOTA BATAM 56 GUNUNG KIDUL 55 GORONTALO UTARA 53 PRINGSEWU 53 JENEPONTO 52 KOTA DUMAI 52 KOTA JAMBI 52 MARTAPURA 51 BONTANG 51 BULUKUMBA 51 BALI 51 BUKITTINGGI 50 NTB 49 MAMUJU 49 SIJUNJUNG 48 SAROLANGUN 48 TANGGAMUS 48 KATINGAN 48 BANJARNEGARA 48 BANAJRBARU 47 SAWAH LUNTO 46 BEKASI BARAT 46 MADIUN 46 PASER 45 SIDENRENG RAPPANG 45 WONOSOBO 45 PIDIE JAYA 45 LHOKSEUMAWE 45 BATU 45 KAB BOGOR 42 LAMPUNG UTARA 42 TENGGARONG 41 BLORA 41 PULANG PISAU 41 KAB SIAK 40 OGAN KOMERING ULU TIMUR 40 TANJUNG JABUNG TIMUR 40 KOTA PONTIANAK 37 PURBALINGGA 37 KOTABARU 37 NAGAN RAYA 37 PESAWARAN 36 PINRANG 36 LIMA PULUH KOTO 36 TRENGGALEK 35 ACEH JAYA 35 GUNUNG MAS 34 PONOROGO 34 PALOPO 34 CIAMIS 34 PEMATANG SIANTAR 33 KABUPATEN SEMARANG 33 SAWAH LUNTO SIJUNJUNG 32 PASAMAN 32 OGAN KOMERING ULU 32 PAMEKASAN 32 SOLOK SELATAN 31 TULANG BAWANG 31 BATANG 31 KUTAI TIMUR 31 PENAJAM PASER UTARA 30 PADANG PANJANG 30 SAMPANG 30 SEMARAPURA 29 BOALEMO 29 LAMPUNG 28 HULU SUNGAI SELATAN 27 KOTAMOBAGU 27 HULU SUNGAI TENGAH 27 PEMALANG 26 PANGKALPINANG 26 LANGSA 26 KOTA MEDAN 24 MERANGIN 24 POHUWATO 24 BANJARMAIN 24 BANTAENG 24 PAREPARE 23 KAB TANGERANG 23 AMLAPURA 23 SOPPENG 23 NGAWI 22 MAGETAN 22 KOTA BANDAR LAMPUNG 22 HULU SUNGAI UTARA 22 REMBANG 22 ASAHAN 21 MARABAHAN 21 ACEH TENGAH 21 ACEH SELATAN 21 SINJAI 20 SINGKAWANG 19 KOTA METRO 19 ACEH BARAT DAYA 19 BARITO SELATAN 19 PACITAN 19 LAHAT 18 WAJO 17 WAY KANAN 17 ACEH TAMIANG 17 KABUPATEN BANDUNG 17 KOTA DEPOK 17 LUWU 16 POLEWALI MANDAR 16 LUWU TIMUR 16 KUPANG 16 BALANGAN 16 BOLAANG MONGONDOW UTARA 15 KETAPANG 15 MUARA BADAK 15 TARAKAN 14 TANJUNG BALAI 14 PELAIHARI 14 LABUHAN BATU 14 SERUYAN 14 BUNGO 14 LUWU UTARA 13 PARE PARE 13 KOTA MAGELANG 13 SEBULU 13 LOA JANAN 12 KOTA BANGUN 12 KENDARI 11 BENER MERIAH 11 KOTA BANJARMASIN 11 INDRAGIRI HILIR 11 BOLAANG MONGONDOW 11 SIMALUNGUN 11 PEISISR SELATAN 10 TEBO 10 SOLO 10 KAB SUMEDANG 10 KOTA BARU 10 JAYAPURA 10 BOLAANG MONGONDOW SELATAN 10 BOLAANG MONGONDOW TIMUR 10 TOLI TOLI 10 KUTAI KARTANEGARA 9 RANTAU 9 LIMA PULUH KOTA 9 UNGARAN 9 PARIGI MOUTONG 9 KEMILING 8 PANGKEP 8 KUALA KAPUAS 8 KOTAWARINGIN BARAT 8 PONTIANAK KOTA 8 BARITO TIMUR 8 BELU 8 KAB DELI SERDANG 8 SIGI 8 SEKAYU 7 GAYO LUES 7 BENGKAYANG 7 KAB SIJUNJUNG 7 ENREKANG 7 CIKARANG 7 BANDA ACEH 7 TORAJA UTARA 7 SORONG 7 KEPULAUAN RIAU 7 MOROWALI 7 KOLAKA 7 NEGARA 7 BANJAR BARU 6 LAMPUNG BARAT 6 KOTA LUBUKLINGGAU 6 KAB SEMARANG 6 OGAN KOMERING ULU SELATAN 6 SUMENEP 6 SANGGAU 6 BONE BOLANGO 6 MAMUJU UTARA 6 KOTA BINJAI 6 KABUPATEN MUSI BANYUASIN 6 NUSA DUA 5 TANJUNG ENIM 5 OKU TIMUR 5 KABUPATEN BENGKALIS 5 SANGATA 5 NUSA TENGGARA TIMUR 5 TANJUNG JABUNG 5 BANGKA BELITUNG 5 KULONPROGO 5 BATU BARA 5 KABUPATEN TANGERANG 5 REJANG LEBONG 5 CILEGON BANTEN 5 BENGKULU 5 DONGGALA 5 TANA TORAJA 5 BINTAN 5 MAJENE 5 KOTA BATU 5 BARITO UTARA 5 PAINAN 5 TANJUNG PINANG 4 KOTA LUBUK LINGGAU 4 KOTA SAMARINDA 4 KUTAI BARAT 4 BOGOR BARAT 4 KAB KUNINGAN 4 SIGLI 4 PERTAPAHAN 4 KABUPATEN 50 KOTA 4 BATUBARA 4 EMPAT LAWANG 4 KAB LIMA PULUH KOTA 3 KOTA PEKALONGAN 3 KOTA TASIKMALAYA 3 KAB PATI 3 GUNUNGKIDUL 3 KAB PURWAKARTA 3 AMBARAWA 3 KABUPATEN BARITO KUALA 3 TERNATE 3 LABUHAN BATU SELATAN 3 ACEH SINGKIL 3 SUBULUSSALAM 3 SUNGAIPENUH 3 MURUNG RAYA 3 MIMIKA 3 PEMATANGSIANTAR 3 LANDAK 3 KERINCI 3 KOTA PRABUMULIH 3 MUARA KAMAN 3 KOTA GORANTALO 3 SINTANG 2 KAB SOLOK 2 PANGKALAN KERINCI 2 PURWOKERTO 2 KAB DHARMASRAYA 2 SAMBAS 2 SANGATTA 2 BATU LAYAR 2 PENUKAL ABAB LEMATANG ILIR 2 KOTA BENGKULU 2 RENGAT 2 BUOL 2 BANGGAI 2 LUBUKLINGGAU 2 KARUWISI UTARA 2 MANOKWARI 2 POSO 2 SELAYAR 2 MELAWI 2 KABUPATEN KUTAI KARTANEGARA 2 AMBON 2 BANGKINANG 2 RIAU 2 OKU SELATAN 2 KAB TEGAL 2 KOTA BOGOR 2 KOTABUMI 2 TULANG BAWANG LAMPUNG 2 MUARA BULIAN 2 NANGGROE ACEH DARUSSALAM 2 TULANG BAWANG BARAT 2 PANGANDARAN 2 TANAH KARO 2 SAWAHLUNTO SIJUNJUNG 2 KRUI 1 LABUHANBATU SELATAN 1 ACEH TENGGARA 1 BATANGHARI 1 PEMATANG REBA 1 BENGKULU UTARA 1 PASIR PANGARAIAN ROKAN HULU 1 KAUR 1 LIMAPULUH KOTO 1 BENGKULU SELATAN 1 SAWAHLUNTO 1 BANYU ASIN 1 KARIMUN 1 KOTA TANJUNGPINANG 1 KAB PASAMAN BARAT 1 GUNUNG TALANG 1 KAB SOLOK SELATAN 1 BUKTI TINGGI 1 PAGAR ALAM 1 NUNUKAN 1 STABAT 1 DEL ISERDANG 1 OGAM KOMERING ILIR 1 TENGGARONG SEBERANG 1 BATURAJA 1 TANJUNGBALAI 1 DAIRI 1 LUBUKPAKAM 1 TEBING TENNGI 1 SEKADAU 1 MEMPAWAH 1 KAYONG UTARA 1 KOTA JAYAPURA 1 MALINAU 1 PANGKEJENE 1 MAKASAR 1 MAMASA 1 KOLAKA UTARA 1 UJUNGPANDANG 1 KABUPATEN SAROLANGUN 1 KAYU AGUNG 1 BERAU 1 KOTA PASURUAN 1 RANTAU PRAPAT 1 KABANJAHE 1 SOPPENG WATANSOPPENG 1 BANJARMASIN TIMUR 1 SUKAMARA 1 Banjarmasin 1 SUMBA BARAT DAYA 1 Sidoarjo 1 SOKARAJA 1 MALUKU 1 BANTAEN 1 PAPUA 1 LABUHAN BATU UTARA 1 KOTA LHOKSEUMAWE 1 KAB SUBANG 1 PASIR PENGARAIAN 1 KABUPATEN BANGKA BARAT 1 Name: ResidenceCompanyCity, dtype: int64 ['JAKARTA UTARA' 'JAKARTA TIMUR' 'BOGOR' 'BEKASI' 'KOTA BEKASI' 'DEPOK' 'JAKARTA BARAT' 'TANGERANG' 'TANGERANG SELATAN' 'JAKARTA SELATAN' 'JAKARTA PUSAT' 'CIANJUR' 'SERANG' 'KARAWANG' 'CIMAHI' 'LEBAK' 'KEDIRI' 'KOTA TANGERANG' 'MAKASSAR' 'BANDUNG' 'KAB BOGOR' 'SUBANG' 'MALANG' 'KAB TANGERANG' 'BEKASI BARAT' 'CIBINONG' 'CILEGON' 'BANTEN' 'SURABAYA' 'DENPASAR' 'PANGKAJENE KEPULAUAN' 'KOTA DEPOK' 'BANDAR LAMPUNG' 'PEKANBARU' 'MEDAN' 'WONOGIRI' 'SURAKARTA' 'SALATIGA' 'BALIKPAPAN' 'BANDA ACEH' 'PANDEGLANG' 'PURWAKARTA' 'CIREBON' 'GARUT' 'BANJARMASIN' 'BADUNG' 'BOJONEGORO' 'SUKABUMI' 'SEMARANG' 'SAMARINDA' 'MANADO' 'NUSA TENGGARA BARAT' 'PADANG' 'KABUPATEN TANGERANG' 'BANGKA' 'BATAM' 'BANDARLAMPUNG' 'KOTAWARINGIN TIMUR' 'YOGYAKARTA' 'SLEMAN' 'ACEH UTARA' 'PONTIANAK' 'TANAH LAUT' 'BANJAR' 'CILEGON BANTEN' 'KUNINGAN' 'JEPARA' 'PALEMBANG' 'TEGAL' 'BENGKULU' 'SORONG' 'JAMBI' 'CIKARANG' 'KUBU RAYA' 'SINGKAWANG' 'BENGKAYANG' 'SAMBAS' 'KAPUAS' 'SANGGAU' 'MELAWI' 'KOTA PONTIANAK' 'KLATEN' 'PATI' 'PAPUA' 'INDRAMAYU' 'LABUHAN BATU UTARA' 'BENGKALIS' 'PANGKAL PINANG' 'GRESIK' 'TEBING TINGGI' 'MAGELANG' 'GOWA' 'PASURUAN' 'BALI' 'LAMPUNG' 'TULANG BAWANG' 'LAMPUNG SELATAN' 'PRINGSEWU' 'LAMPUNG TIMUR' 'LAMPUNG TENGAH' 'BANTUL' 'BANJARBARU' 'KOTA LHOKSEUMAWE' 'METRO' 'PURBALINGGA' 'KABUPATEN BANDUNG' 'MAJALENGKA' 'SUMEDANG' 'KOTA BANDUNG' 'KAB BANDUNG' 'BANDUNG BARAT' 'BREBES' 'PROBOLINGGO' 'SIDOARJO' 'KAB SUMEDANG' 'KAB KUNINGAN' 'KAB SUBANG' 'TASIKMALAYA' 'CIAMIS' 'KOTA TASIKMALAYA' 'PANGANDARAN' 'KEBUMEN' 'BOGOR BARAT' 'KOTA BOGOR' 'BANJARNEGARA' 'PEKALONGAN' 'PEMALANG' 'KAB TEGAL' 'BANYUMAS' 'CILACAP' 'WONOSOBO' 'KARANGANYAR' 'MERANGIN' 'KAB PURWAKARTA' 'LEMATANG ILIR OGAN TENGAH' 'PURWOREJO' 'KOTA MAGELANG' 'SUKOHARJO' 'SRAGEN' 'BOYOLALI' 'SOLO' 'TEMANGGUNG' 'BATANG' 'KULON PROGO' 'GUNUNG KIDUL' 'KENDAL' 'PACITAN' 'GROBOGAN' 'KULONPROGO' 'GUNUNGKIDUL' 'NGAWI' 'MADIUN' 'DEMAK' 'BLORA' 'MAGETAN' 'TUBAN' 'KABUPATEN SEMARANG' 'PONOROGO' 'KAB SEMARANG' 'KUDUS' 'KOTA PEKALONGAN' 'UNGARAN' 'SOKARAJA' 'REMBANG' 'KAB PATI' 'AMBARAWA' 'MOJOKERTO' 'JEMBER' 'JOMBANG' 'LAMONGAN' 'KUPANG' 'TULUNGAGUNG' 'TRENGGALEK' 'BLITAR' 'SITUBONDO' 'PAMEKASAN' 'NGANJUK' 'BONDOWOSO' 'BANYUWANGI' 'SAMPANG' 'NUSA TENGGARA TIMUR' 'BANGKALAN' 'SUMENEP' 'BATU' 'KOTA BATU' 'LUMAJANG' 'BERAU' 'KOTAWARINGIN BARAT' 'TARAKAN' 'TERNATE' 'JAYAPURA' 'AMBON' 'BELU' 'PASER' 'GIANYAR' 'KARANGASEM' 'BANGLI' 'LOMBOK BARAT' 'MATARAM' 'SEMARAPURA' 'LOMBOK TENGAH' 'SINGARAJA' 'TABANAN' 'BULELENG' 'NUSA DUA' 'LOMBOK TIMUR' 'KLUNGKUNG' 'AMLAPURA' 'LOMBOK UTARA' 'NEGARA' 'JEMBRANA' 'NTB' 'PEMATANG SIANTAR' 'KUTAI KARTANEGARA' 'KUTAI TIMUR' 'TENGGARONG' 'BONTANG' 'KUTAI BARAT' 'KOTA BANGUN' 'MUARA BADAK' 'LOA JANAN' 'SANGATA' 'MUARA KAMAN' 'TENGGARONG SEBERANG' 'KUTAI KARTANEGARA' 'SEBULU' 'KABUPATEN KUTAI KARTANEGARA' 'KOTA SAMARINDA' 'PENAJAM PASER UTARA' 'TANAH BUMBU' 'TAPIN' 'BANAJRBARU' 'BARITO KUALA' 'HULU SUNGAI SELATAN' 'TABALONG' 'MARTAPURA' 'BANJAR BARU' 'PALANGKARAYA' 'HULU SUNGAI UTARA' 'PULANG PISAU' 'KOTABARU' 'RANTAU' 'PELAIHARI' 'MARABAHAN' 'BANJARMAIN' 'KATINGAN' 'KABUPATEN BARITO KUALA' 'BALANGAN' 'BARITO SELATAN' 'KOTA BANJARMASIN' 'GUNUNG MAS' 'HULU SUNGAI TENGAH' 'KUALA KAPUAS' 'BARITO TIMUR' 'BARITO UTARA' 'MURUNG RAYA' 'LANDAK' 'SINTANG' 'KETAPANG' 'PONTIANAK KOTA' 'SEKADAU' 'MEMPAWAH' 'KAYONG UTARA' 'MINAHASA' 'PALU' 'MAROS' 'BITUNG' 'PANGKEP' 'KOTA JAYAPURA' 'TAKALAR' 'PAREPARE' 'SINJAI' 'MAMUJU' 'MAJENE' 'BULUKUMBA' 'BONE' 'BARRU' 'MOROWALI' 'PINRANG' 'LUWU UTARA' 'LUWU TIMUR' 'KOLAKA' 'POLEWALI MANDAR' 'WAJO' 'KENDARI' 'PARIGI MOUTONG' 'JENEPONTO' 'SIDENRENG RAPPANG' 'MALINAU' 'PARE PARE' 'BANTAENG' 'MAMUJU UTARA' 'TANA TORAJA' 'LUWU' 'TOLI TOLI' 'SOPPENG' 'PALOPO' 'DONGGALA' 'BUOL' 'MANOKWARI' 'TORAJA UTARA' 'PANGKEJENE' 'MAKASAR' 'NUNUKAN' 'SELAYAR' 'SIGI' 'UJUNGPANDANG' 'KOLAKA UTARA' 'POSO' 'ENREKANG' 'MAMASA' 'MINAHASA UTARA' 'TOMOHON' 'GORONTALO' 'BOLAANG MONGONDOW SELATAN' 'MINAHASA TENGGARA' 'MINAHASA SELATAN' 'KOTA GORANTALO' 'BONEBOLANGO' 'GORONTALO UTARA' 'KOTAMOBAGU' 'BOLAANG MONGONDOW' 'BOALEMO' 'BOLAANG MONGONDOW UTARA' 'BOLAANG MONGONDOW TIMUR' 'MIMIKA' 'POHUWATO' 'BONE BOLANGO' 'BINJAI' 'ACEH BESAR' 'DELI SERDANG' 'KOTA BINJAI' 'KOTA MEDAN' 'LANGKAT' 'SERDANG BEDAGAI' 'ACEH JAYA' 'PIDIE JAYA' 'PIDIE' 'TANJUNG BALAI' 'ASAHAN' 'BIREUEN' 'KARO' 'LABUHAN BATU' 'ACEH BARAT DAYA' 'KAB DELI SERDANG' 'BANDA ACEH' 'TEBING TENNGI' 'BATUBARA' 'BATU BARA' 'SIGLI' 'LANGSA' 'LUBUKPAKAM' 'ACEH BARAT' 'LABUHAN BATU SELATAN' 'SIMALUNGUN' 'DAIRI' 'ACEH TIMUR' 'PEMATANGSIANTAR' 'TANAH KARO' 'NAGAN RAYA' 'TANJUNGBALAI' 'NANGGROE ACEH DARUSSALAM' 'BENER MERIAH' 'LHOKSEUMAWE' 'ACEH TENGAH' 'OGAN ILIR' 'KOTA JAMBI' 'MUARO JAMBI' 'BATANG HARI' 'BANYUASIN' 'PRABUMULIH' 'MUSI BANYUASIN' 'OGAN KOMERING ILIR' 'BATURAJA' 'BANGKA SELATAN' 'BANGKA TENGAH' 'OGAN KOMERING ULU TIMUR' 'BANGKA BARAT' 'OGAN KOMERING ULU' 'MUARA ENIM' 'LUBUK LINGGAU' 'BUNGO' 'TANJUNG JABUNG TIMUR' 'LAHAT' 'OGAN KOMERING ULU SELATAN' 'KOTA PRABUMULIH' 'SAROLANGUN' 'OKU TIMUR' 'SEKAYU' 'BANGKA BELITUNG' 'TANJUNG JABUNG' 'TANJUNG JABUNG BARAT' 'TEBO' 'OKU SELATAN' 'OGAM KOMERING ILIR' 'SUNGAIPENUH' 'MUARA BULIAN' 'KABUPATEN MUSI BANYUASIN' 'KABUPATEN SAROLANGUN' 'PADANG PARIAMAN' 'PELALAWAN' 'PANGKALPINANG' 'KAYU AGUNG' 'TANJUNG ENIM' 'MUSI RAWAS' 'KAMPAR' 'PARIAMAN' 'SIAK' 'KOTA BATAM' 'KAB SIAK' 'DUMAI' 'ROKAN HULU' 'KUANTAN SINGINGI' 'TANJUNG PINANG' 'ROKAN HILIR' 'KOTA DUMAI' 'INDRAGIRI HULU' 'PASIR PENGARAIAN' 'BANGKINANG' 'INDRAGIRI HILIR' 'KABUPATEN BENGKALIS' 'KEMILING' 'KOTA BANDAR LAMPUNG' 'KOTA METRO' 'TANGGAMUS' 'PESAWARAN' 'WAY KANAN' 'LAMPUNG UTARA' 'KOTABUMI' 'TULANG BAWANG LAMPUNG' 'LIMA PULUH KOTA' 'PAYAKUMBUH' 'PASAMAN BARAT' 'SOLOK' 'PESISIR SELATAN' 'BUKITTINGGI' 'SAWAH LUNTO SIJUNJUNG' 'SOLOK SELATAN' 'KAB LIMA PULUH KOTA' 'DHARMASRAYA' 'TANAH DATAR' 'SIJUNJUNG' 'AGAM' 'PEISISR SELATAN' 'LIMA PULUH KOTO' 'PADANG PANJANG' 'PASAMAN' 'KAB SIJUNJUNG' 'SAWAH LUNTO' 'KABUPATEN 50 KOTA' 'KAB SOLOK' 'KEPULAUAN RIAU' 'BANTAEN' 'PURWOKERTO' 'BATU LAYAR' 'MALUKU' 'Sidoarjo' 'KOTA PASURUAN' 'SUMBA BARAT DAYA' 'SANGATTA' 'Banjarmasin' 'KOTA BARU' 'SUKAMARA' 'SERUYAN' 'BANJARMASIN TIMUR' 'BANGGAI' 'SOPPENG WATANSOPPENG' 'KARUWISI UTARA' 'KEPULAUAN SANGIHE' 'ACEH SELATAN' 'KABANJAHE' 'ACEH TAMIANG' 'RANTAU PRAPAT' 'DEL ISERDANG' 'STABAT' 'KERINCI' 'PAGAR ALAM' 'KOTA LUBUKLINGGAU' 'KOTA LUBUK LINGGAU' 'REJANG LEBONG' 'LUBUKLINGGAU' 'BENGKULU UTARA' 'KAUR' 'BENGKULU SELATAN' 'KOTA BENGKULU' 'BANYU ASIN' 'EMPAT LAWANG' 'PENUKAL ABAB LEMATANG ILIR' 'PERTAPAHAN' 'RENGAT' 'PASIR PANGARAIAN ROKAN HULU' 'RIAU' 'BUKTI TINGGI' 'PEMATANG REBA' 'LABUHANBATU SELATAN' 'PANGKALAN KERINCI' 'LAMPUNG BARAT' 'TULANG BAWANG BARAT' 'KRUI' 'LIMAPULUH KOTO' 'SAWAHLUNTO' 'PAINAN' 'SAWAHLUNTO SIJUNJUNG' 'KAB DHARMASRAYA' 'KAB SOLOK SELATAN' 'GUNUNG TALANG' 'KAB PASAMAN BARAT' 'BINTAN' 'KOTA TANJUNGPINANG' 'KARIMUN' 'GAYO LUES' 'SUBULUSSALAM' 'ACEH SINGKIL' 'ACEH TENGGARA' 'BATANGHARI' 'KABUPATEN BANGKA BARAT']
print(df.HomeCompanyStatus.value_counts(dropna = False))
plt.subplot(1,2,1)
df.HomeCompanyStatus.value_counts(dropna= False).plot.bar()
plt.xlabel('HomeCompanyStatus')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.HomeCompanyStatus.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('HomeCompanyStatus')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.HomeCompanyStatus.unique())
Sendiri 121217 Keluarga 26121 Kontrak 2468 Perusahaan 2457 Kost 95 Name: HomeCompanyStatus, dtype: int64 ['Keluarga' 'Sendiri' 'Perusahaan' 'Kontrak' 'Kost']
print(df.CompanyCity.value_counts(dropna = False))
plt.subplot(1,2,1)
df.CompanyCity.value_counts(dropna= False).plot.bar()
plt.xlabel('CompanyCity')
plt.ylabel('Amount')
plt.subplot(1,2,2)
prob=df['CompanyCity'].value_counts(normalize=True, dropna= False).round(4) * 100
threshold=1
mask=prob>threshold
tail_prob=prob.loc[~mask].sum()
prob=prob.loc[mask]
prob['OTHER']=tail_prob
prob.plot.bar()
plt.xlabel('CompanyCity')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.CompanyCity.unique())
JAKARTA SELATAN 11972 BANDUNG 8709 JAKARTA PUSAT 8563 TANGERANG 7757 JAKARTA BARAT 7565 SURABAYA 7531 JAKARTA UTARA 5899 BEKASI 5582 MEDAN 4775 JAKARTA TIMUR 4722 PALEMBANG 3654 BOGOR 3102 MAKASSAR 2937 PEKANBARU 2417 SEMARANG 2296 DENPASAR 2222 SIDOARJO 2216 KARAWANG 1817 BATAM 1712 CIREBON 1639 BADUNG 1580 PADANG 1408 DEPOK 1251 BALIKPAPAN 1236 SAMARINDA 1134 MANADO 1111 JAMBI 987 BANDAR LAMPUNG 941 MALANG 940 DELI SERDANG 934 BANJARMASIN 772 SLEMAN 752 GRESIK 749 SERANG 728 BANDA ACEH 704 PANGKAL PINANG 678 INDRAMAYU 676 CIMAHI 604 KAMPAR 601 MUSI BANYUASIN 523 SUBANG 504 GORONTALO 499 YOGYAKARTA 459 BANYUWANGI 448 JEMBER 445 MOJOKERTO 432 SURAKARTA 430 TANGERANG SELATAN 429 PASURUAN 421 MATARAM 418 KUNINGAN 415 PURWAKARTA 409 BENGKALIS 404 GARUT 404 PELALAWAN 401 GIANYAR 399 KUTAI KARTANEGARA 384 SUMEDANG 380 SIAK 374 MAJALENGKA 372 BANGKA 358 BANTUL 348 BANJARBARU 347 PONTIANAK 345 GOWA 344 PALANGKARAYA 342 SUKABUMI 342 CILEGON 332 ROKAN HULU 330 BANDARLAMPUNG 322 KEDIRI 303 SUKOHARJO 298 BANJAR 292 MUARO JAMBI 281 NUSA TENGGARA BARAT 270 LAMPUNG SELATAN 262 LOMBOK TENGAH 261 DUMAI 257 BANDUNG BARAT 250 DEMAK 247 TANAH BUMBU 241 ACEH BESAR 238 MAROS 233 CIANJUR 229 MINAHASA 229 KLATEN 225 OGAN KOMERING ILIR 224 TABANAN 213 KENDAL 213 BANYUASIN 212 BANGKA TENGAH 211 PRABUMULIH 205 LANGKAT 205 BANYUMAS 202 BANGKA BARAT 202 PESISIR SELATAN 201 OGAN ILIR 196 JEPARA 195 LAMPUNG TENGAH 188 JOMBANG 183 PASAMAN BARAT 180 BANGKA SELATAN 176 LEMATANG ILIR OGAN TENGAH 174 BULELENG 173 LOMBOK BARAT 172 KARANGANYAR 172 BITUNG 170 LAMONGAN 169 BINJAI 168 SINGARAJA 162 MINAHASA UTARA 157 BLITAR 155 PALU 154 SRAGEN 152 MAGELANG 152 PANDEGLANG 151 BANTEN 147 PROBOLINGGO 146 INDRAGIRI HULU 144 CILACAP 143 MUSI RAWAS 143 TAKALAR 138 TULUNGAGUNG 135 TASIKMALAYA 134 BOYOLALI 133 SOLOK 133 PANGKAJENE KEPULAUAN 132 LEBAK 131 TANAH LAUT 131 ROKAN HILIR 129 KUDUS 126 PADANG PARIAMAN 125 SINGAPORE 125 TANJUNG JABUNG BARAT 124 KAPUAS 122 BREBES 121 PATI 121 GROBOGAN 119 KUANTAN SINGINGI 119 PIDIE 116 MUARA ENIM 115 PEKALONGAN 113 BATANG HARI 112 SITUBONDO 112 METRO 111 LUMAJANG 111 LOMBOK TIMUR 110 TEGAL 110 CIBINONG 106 MIMIKA 103 KOTA TANGERANG 102 ACEH BARAT 102 SERDANG BEDAGAI 96 BIREUEN 95 KARO 93 BONEBOLANGO 93 LOMBOK UTARA 93 TUBAN 91 MINAHASA SELATAN 91 LAMPUNG TIMUR 91 BANGLI 90 DHARMASRAYA 88 ACEH UTARA 87 TANJUNG JABUNG TIMUR 86 KEPULAUAN SANGIHE 86 KARANGASEM 85 MAMUJU 82 BONDOWOSO 81 AGAM 81 BONE 81 KUTAI TIMUR 80 TOMOHON 80 TULANG BAWANG 79 LABUHAN BATU 78 KOTAWARINGIN TIMUR 78 JEMBRANA 77 PARIAMAN 77 GUNUNG MAS 76 KOTA BEKASI 76 TAPIN 75 JAYAPURA 74 NGANJUK 73 BOJONEGORO 73 PURWOREJO 72 SIDENRENG RAPPANG 72 KEBUMEN 72 KATINGAN 71 TANAH DATAR 71 SAROLANGUN 70 JENEPONTO 70 BANGKALAN 70 ACEH TIMUR 69 ASAHAN 68 LUBUK LINGGAU 68 MINAHASA TENGGARA 68 OGAN KOMERING ULU TIMUR 68 GORONTALO UTARA 68 TABALONG 67 KUBU RAYA 67 TEMANGGUNG 67 BULUKUMBA 66 BARITO KUALA 66 KOTA DUMAI 66 PASER 66 PULANG PISAU 65 PRINGSEWU 65 BONTANG 64 WONOGIRI 64 BUKITTINGGI 63 BARRU 62 MALAYSIA 62 SALATIGA 62 LAHAT 61 PAYAKUMBUH 60 LAMPUNG UTARA 60 KAB SIAK 60 PESAWARAN 58 OGAN KOMERING ULU 57 TEBING TINGGI 56 KOTABARU 55 KULON PROGO 54 PEMATANG SIANTAR 54 CIAMIS 54 TANGGAMUS 54 NTB 54 PAMEKASAN 52 KOTA JAMBI 52 BALI 52 BATU 51 BANJARNEGARA 50 PINRANG 50 LAMPUNG 49 GUNUNG KIDUL 49 NAGAN RAYA 49 MARTAPURA 48 LHOKSEUMAWE 48 KOTA PONTIANAK 47 SIJUNJUNG 47 BLORA 46 BANGKA BELITUNG 46 SOLOK SELATAN 46 SOLO 45 LUWU TIMUR 45 INDRAGIRI HILIR 45 KOTA MEDAN 44 WONOSOBO 43 PIDIE JAYA 43 BATANG 42 WAY KANAN 42 MADIUN 41 LIMA PULUH KOTO 41 LANGSA 40 SAWAH LUNTO 40 BOALEMO 40 KLUNGKUNG 40 SAMPANG 39 PALOPO 39 ACEH JAYA 38 TARAKAN 38 SAWAH LUNTO SIJUNJUNG 37 HULU SUNGAI SELATAN 37 TENGGARONG 37 KUPANG 37 SINGAPURA 37 SINJAI 35 AMLAPURA 35 POHUWATO 35 BANTAENG 35 PONOROGO 34 MERANGIN 34 PASAMAN 34 HULU SUNGAI UTARA 33 KENDARI 33 SORONG 33 BENGKULU 32 PURBALINGGA 32 SIMALUNGUN 32 PAPUA 32 MURUNG RAYA 32 BOLAANG MONGONDOW 32 TRENGGALEK 32 WAJO 31 POLEWALI MANDAR 31 KUTAI BARAT 31 KABUPATEN SEMARANG 31 KOTA BATAM 31 KOTA MAGELANG 30 BALANGAN 30 SEMARAPURA 30 PENAJAM PASER UTARA 30 ACEH TAMIANG 30 PEMALANG 30 PADANG PANJANG 29 KOTAWARINGIN BARAT 29 ACEH SELATAN 29 HULU SUNGAI TENGAH 29 KAB BANDUNG 28 BERAU 28 ACEH TENGAH 28 BANJARMAIN 28 NGAWI 28 LUWU 28 KETAPANG 28 MAGETAN 28 ACEH BARAT DAYA 27 TERNATE 27 SOPPENG 27 REMBANG 26 KOTAMOBAGU 26 RIAU 26 BUNGO 26 BEKASI BARAT 26 TANJUNG BALAI 26 KOTA BANDUNG 26 PAREPARE 25 SERUYAN 25 BARITO UTARA 25 NUSA DUA 25 BANAJRBARU 25 AMBON 25 NUSA TENGGARA TIMUR 25 DONGGALA 24 UNITED ARAB EMIRATES 24 BARITO SELATAN 24 NANGGROE ACEH DARUSSALAM 24 TEBO 24 SINGKAWANG 24 KOTA TERNATE 24 BOLAANG MONGONDOW UTARA 24 CIKARANG 23 LAMPUNG BARAT 22 SAUDI ARABIA 22 KOTA BARU 21 KOTA BANJARMASIN 21 JAKARTA 20 QATAR 20 PARE PARE 20 KOLAKA 20 TANA TORAJA 19 BATU BARA 19 PACITAN 19 OGAN KOMERING ULU SELATAN 19 BANGGAI 19 LUWU UTARA 18 BELITUNG 18 ENREKANG 18 PAINAN 17 BENER MERIAH 17 DAIRI 17 SUMENEP 16 MARABAHAN 16 KAB TANGERANG 16 BOLAANG MONGONDOW TIMUR 16 SUBULUSSALAM 16 SIGI 16 PANGKEP 15 SANGATTA 15 PEISISR SELATAN 15 GAYO LUES 15 BARITO TIMUR 15 SIGLI 15 TORAJA UTARA 15 PELAIHARI 15 PAGAR ALAM 14 TOLI TOLI 14 SANGGAU 14 BOLAANG MONGONDOW SELATAN 14 SUMBAWA BARAT 14 KOTA BANGUN 14 BIMA 14 EMPAT LAWANG 14 KARIMUN 14 MALUKU 13 TANJUNG PINANG 13 PADANG LAWAS 13 KEPULAUAN RIAU 13 NABIRE 13 MOROWALI 13 KERINCI 13 KOTA DEPOK 13 KAB SUMEDANG 13 MUARA BADAK 12 TALUK KUANTAN 12 PADANG LAWAS UTARA 12 KOTA BANDAR LAMPUNG 12 DURI 12 SAMBAS 12 NUNUKAN 12 RANTAU 12 OKU TIMUR 12 ABU DHABI 12 KOTA METRO 12 KABUPATEN BARITO KUALA 12 KAB BOGOR 12 LOA JANAN 12 SEBULU 11 ACEH SINGKIL 11 LUBUKLINGGAU 11 TANJUNG ENIM 11 MANOKWARI 11 MAKASAR 11 SIBOLGA 11 MANDAILING NATAL 10 PADANG SIDEMPUAN 10 KABUPATEN BANDUNG 10 SELAYAR 10 BENGKAYANG 10 AMBARAWA 10 LABUHAN BATU SELATAN 10 KUALA KAPUAS 10 TANJUNG JABUNG 10 BANDA ACEH 10 AUSTRALIA 10 MESUJI 10 KOTA LHOKSEUMAWE 10 ENDE 10 NIAS 9 PARIGI MOUTONG 9 NIGERIA 9 SEKAYU 9 SUNGAIPENUH 9 TAPANULI SELATAN 9 BELITUNG TIMUR 9 BINTAN 9 BATUBARA 9 MAJENE 9 BAU BAU 9 KEPULAUAN TALAUD 9 BELU 9 UNITED EMIRAT ARAB 9 REJANG LEBONG 8 PANGKALPINANG 8 TAPANULI UTRA 8 CALANG 8 SANGATA 8 KABUPATEN MUSI BANYUASIN 8 KUALA LUMPUR 8 LABUHAN BATU UTARA 8 SABANG 8 MERAUKE 8 BAGANSIAPIAPI 8 BATURAJA 8 RANTAU PRAPAT 8 LIMA PULUH KOTA 8 KULONPROGO 8 CHINA 8 TOBA SAMOSIR 7 MAMUJU UTARA 7 HALMAHERA UTARA 7 BANGKINANG 7 KOTA BENGKULU 7 TAPANULI TENGAH 7 UNGARAN 7 MUKOMUKO 7 SUMBA BARAT 7 KOTA PRABUMULIH 7 PURWOKERTO 7 KEPULAUAN MERANTI 7 MALUKU TENGGARA 6 SERAM BAGIAN TIMUR 6 DUBAI 6 ACEH 6 MALUKU UTARA 6 KEPULAUAN MENTAWAI 6 SEKADAU 6 THAILAND 6 MALINAU 6 KOTA LUBUKLINGGAU 6 KAB PURWAKARTA 6 LUBUKPAKAM 6 KOLAKA UTARA 6 PONTIANAK KOTA 6 NEGARA 6 ACEH TENGGARA 5 MALUKU TENGGARA BARAT 5 SAWAHLUNTO 5 PANGKALAN KERINCI 5 UAE 5 SUKAMARA 5 NGADA 5 SINTANG 5 NIAS SELATAN 5 SENGKANG 5 POSO 5 MUARA BULIAN 5 ALOR 5 LANDAK 5 MANGGARAI BARAT 5 SUMATRA UTARA 4 KOTA BINJAI 4 KAB DHARMASRAYA 4 MAPPI 4 BANYU ASIN 4 HALMAHERA TIMUR 4 TULANG BAWANG BARAT 4 KOTA LUBUK LINGGAU 4 KAB DELI SERDANG 4 TULANG BAWANG LAMPUNG 4 KAYUAGUNG 4 KEPULAU SIAU TAGULANDANG BIARO 4 HALMAHERA SELATAN 4 KOTA PEKALONGAN 4 KEPULAUAN ANAMBAS 4 KOTA TASIKMALAYA 4 DOMPU 4 MALUKU TENGAH 4 BATU LAYAR 4 HUMBANG HASUNDUTAN 4 CILEGON BANTEN 4 KEPULAUAN SERIBU 4 PANGKEJENE 4 KARUWISI UTARA 4 HONGKONG 4 KUTAI KARTANEGARA 4 KABUPATEN KUTAI KARTANEGARA 4 CANADA 4 KAB KUNINGAN 4 BANJAR BARU 4 BUOL 4 LAMANDAU 4 MAMASA 4 GUNUNGSITOLI 4 KAB SEMARANG 4 BONE BOLANGO 4 SIDRAP 4 LUBUK PAKAM 4 BULUNGAN 4 BRUNEI DARUSSALAM 4 MANGGARAI 4 PAPUA NEW GUINEA 4 INDRAPURA 3 KAB LIMA PULUH KOTA 3 OKU SELATAN 3 KAB SIJUNJUNG 3 INDIA 3 KISARAN 3 FAKFAK 3 TANJUNGPINANG 3 FLORES 3 MUARA KAMAN 3 KABUPATEN TANGERANG 3 KOTA BATU 3 SUMBAWA 3 BENGKULU SELATAN 3 PANGKALAN BUN 3 INGGRIS 3 SIKKA 3 KOTA SAMARINDA 3 KABUPATEN CIREBON 3 CIKAMPEK KARAWANG 3 HALMAHERA BARAT 3 FLORIDA 3 LUAR NEGERI 3 TANJUNG 3 PANGANDARAN 3 SIMEULUE 3 NETHERLANDS 3 AMERIKA SERIKAT 3 BIAK NUMFOR 3 HALMAHERA TENGAH 3 BANGGAI KEPULAUAN 3 KABUPATEN 50 KOTA 3 PEMATANGSIANTAR 3 NORWAY 3 BOGOR BARAT 3 KAIMANA 3 TAPANULI UTARA 3 SANGKULIRANG 2 WAMENA 2 PUNCAK 2 KOTA KENDAL 2 KOTA PASURUAN 2 KABUPATEN BENGKALIS 2 SUMBA BARAT DAYA 2 PEGUNUNGAN BINTANG 2 UJUNG BATU 2 SWITZERLAND 2 PERTAPAHAN 2 BANJARMASIN TIMUR 2 PESAWARAN LAMPUNG SELATAN 2 GUNUNGKIDUL 2 KONAWE SELATAN 2 KUWAIT 2 KEDONDONG 2 MIAMI 2 DIY YOGYAKARTA 2 LANNY JAYA 2 KAB SAWAHLUNTO SIJUNJUNG 2 SOPPENG WATANSOPPENG 2 KABUPATEN SUBANG 2 SAWAHLUNTO SIJUNJUNG 2 REPUBLIC OF MALDIVES 2 KAMBOJA 2 PENUKAL ABAB LEMATANG ILIR 2 RAJA AMPAT 2 TANAH KARO 2 MAROCCO 2 MUSI BANYU ASIN 2 GOMA 2 MUARA BUNGO 2 KABANJAHE 2 KUALA SIMPANG 2 TENGGARONG SEBERANG 2 BOMBANA 2 AMUNTAI 2 TOJO UNA UNA 2 YEMEN 2 KAB SOLOK SELATAN 2 UJUNG PANDANG 2 UNITED STATES 2 TUAL 2 HOUSTON 2 KEPULAUAN ARU 2 PANAMA 2 TAIWAN 2 RENGAT 2 BENGKULU UTARA 2 MELAWI 2 KEPULAUAN SULA 2 TEXAS 2 LABUHANBATU 2 KAYONG UTARA 2 LEBONG 2 UJUNGPANDANG 1 BARABAI 1 BATANGHARI 1 KOTA BANDA ACEH 1 KALABAHI TIMUR 1 SAMALANGA 1 YALIMO 1 SAMSOIR 1 CYPRUS 1 TANA TIDUNG 1 SIDIKALANG 1 SIGI BIROMARU 1 MUARA TEWEH 1 TAPIN SELATAN 1 JAYAWIJAYA 1 LINGGA 1 KOTA GORANTALO 1 INTAN JAYA 1 PANIAI 1 BUKTI TINGGI 1 KOTA KENDARI 1 PASIR PENGARAIAN 1 PEMATANG REBA 1 BURU 1 KRUI 1 MAMBERAMO TENGAH 1 BENGKULU TENGAH 1 KAUR 1 KOTA PARIAMAN 1 TIDORE KEPULAUAN 1 KAPUAS HULU 1 NDUGA 1 GUNUNG TALANG 1 PHILIPINES 1 KAB PASAMAN BARAT 1 LABUHANBATU SELATAN 1 STABAT 1 KOTABUMI 1 LEMBATA 1 KOTA KUDUS 1 PERANCIS 1 POLEWALI MAMASA 1 FLORES TIMUR 1 KEPULAUAN YAPEN 1 KOTA JAYAPURA 1 IRAQ 1 SYRIA 1 SENDAWAR 1 KOTA TARAKAN 1 ANGOLA 1 BINTUNI 1 DKI JAKARTA 1 LONDON 1 WAROPEN 1 NETHERLAND 1 KAB PEKALONGAN 1 KABUPATEN GARUT 1 MAYBRAT 1 SULTANATE OF OMAN 1 SOUTH AMERICA 1 KAB MAJALENGKA 1 SORONG SELATAN 1 SUMBA TIMUR 1 LIBYA 1 KAB SUBANG 1 GABON 1 MUNA 1 MAMBERAMO RAYA 1 DILI 1 KAB SOLOK 1 TELUK WONDAMA 1 ASMAT 1 KABUPATEN KUDUS 1 KABUPATEN SUMEDANG 1 KAB TEGAL 1 OHIO 1 JABAR 1 SUPIORI 1 AUSTRIA 1 SUMANTRA UTARA 1 KONAWE 1 LIMAPULUH KOTO 1 KEMILING 1 TOLIKARA 1 BRITISH VIRGIN ISLAND 1 PASIR PANGARAIAN ROKAN HULU 1 TANJUNG BALAI KARIMUN 1 KAYU AGUNG 1 OGAM KOMERING ILIR 1 TANJAB BARAT 1 MUARO BUNGO 1 TANJUNGBALAI 1 RANTAUPRAPAT 1 TEBING TENNGI 1 MALUKU BARAT DAYA 1 KOTAJANTHO 1 IRAN 1 Name: CompanyCity, dtype: int64 ['JAKARTA UTARA' 'JAKARTA TIMUR' 'BOGOR' 'BEKASI' 'JAKARTA PUSAT' 'DEPOK' 'JAKARTA SELATAN' 'MALANG' 'SINGAPORE' 'JAKARTA BARAT' 'BANDUNG' 'TANGERANG' 'PALU' 'CIANJUR' 'SINGAPURA' 'CILEGON' 'SIDOARJO' 'PADANG' 'KOTA BEKASI' 'MEDAN' 'PURWAKARTA' 'SERANG' 'PALEMBANG' 'MALAYSIA' 'CIMAHI' 'LEBAK' 'MALUKU TENGGARA BARAT' 'SEMARANG' 'BANGKA BELITUNG' 'KARAWANG' 'TANGERANG SELATAN' 'BELITUNG' 'KAB BOGOR' 'INDRAMAYU' 'BALIKPAPAN' 'BOYOLALI' 'MAKASSAR' 'QATAR' 'KOTA JAMBI' 'MIMIKA' 'SUBANG' 'KOTA TANGERANG' 'BANJARMASIN' 'KENDARI' 'TEGAL' 'SUKABUMI' 'PEKANBARU' 'BADUNG' 'MARABAHAN' 'NABIRE' 'CIBINONG' 'GRESIK' 'TARAKAN' 'SURABAYA' 'DENPASAR' 'INDIA' 'PANGKAJENE KEPULAUAN' 'MOJOKERTO' 'CIREBON' 'TULUNGAGUNG' 'BUKITTINGGI' 'PANDEGLANG' 'PEMALANG' 'WAY KANAN' 'CHINA' 'BANDAR LAMPUNG' 'JAMBI' 'KOTA BENGKULU' 'SAMARINDA' 'PONTIANAK' 'BANTEN' 'UNITED ARAB EMIRATES' 'MANADO' 'MUKOMUKO' 'TAIWAN' 'MINAHASA SELATAN' 'PESAWARAN' 'JAYAPURA' 'PEMATANG SIANTAR' 'JAKARTA' 'BATAM' 'INGGRIS' 'PAPUA' 'SUKOHARJO' 'CIKARANG' 'BANGGAI' 'GOMA' 'TERNATE' 'BOGOR BARAT' 'KAPUAS' 'BANDA ACEH' 'BERAU' 'SUMEDANG' 'KUNINGAN' 'LANGKAT' 'GARUT' 'MAROCCO' 'LAMPUNG SELATAN' 'PINRANG' 'BEKASI BARAT' 'NTB' 'BONTANG' 'BANGKA BARAT' 'BANGKA' 'LAMPUNG' 'TANGGAMUS' 'NUSA DUA' 'KETAPANG' 'OGAN KOMERING ULU TIMUR' 'BANYUMAS' 'KAMPAR' 'BANDARLAMPUNG' 'BENGKULU' 'MAPPI' 'ABU DHABI' 'KOTAWARINGIN BARAT' 'BOLAANG MONGONDOW' 'NORWAY' 'KUBU RAYA' 'KUDUS' 'AUSTRALIA' 'TEXAS' 'NIGERIA' 'SORONG' 'KAYONG UTARA' 'SURAKARTA' 'NETHERLANDS' 'BANDUNG BARAT' 'SAUDI ARABIA' 'PEKALONGAN' 'PANGKAL PINANG' 'EMPAT LAWANG' 'GIANYAR' 'FLORES TIMUR' 'KAB TANGERANG' 'NUSA TENGGARA BARAT' 'BENGKALIS' 'KOTAWARINGIN TIMUR' 'ACEH BARAT' 'BREBES' 'LEMATANG ILIR OGAN TENGAH' 'MAJALENGKA' 'ACEH UTARA' 'HOUSTON' 'OGAN KOMERING ULU' 'KOTA PONTIANAK' 'KEBUMEN' 'THAILAND' 'BANJAR' 'CILEGON BANTEN' 'UNITED EMIRAT ARAB' 'JEPARA' 'KEPULAUAN SERIBU' 'PALANGKARAYA' 'UNITED STATES' 'ACEH JAYA' 'KOTA DEPOK' 'KAIMANA' 'PASER' 'SAMBAS' 'KENDAL' 'AMBON' 'KOTA DUMAI' 'NUNUKAN' 'SYRIA' 'GORONTALO' 'NGADA' 'MANOKWARI' 'PULANG PISAU' 'MALUKU' 'BENGKULU SELATAN' 'SITUBONDO' 'SAROLANGUN' 'RIAU' 'KOTA SAMARINDA' 'ANGOLA' 'SINGKAWANG' 'BENGKAYANG' 'SEKADAU' 'INDRAGIRI HULU' 'SANGGAU' 'MELAWI' 'MAGETAN' 'KLATEN' 'POHUWATO' 'BANJARBARU' 'KABUPATEN TANGERANG' 'TALUK KUANTAN' 'FAKFAK' 'MANDAILING NATAL' 'PATI' 'LAHAT' 'DKI JAKARTA' 'LAMPUNG TENGAH' 'TANJUNG PINANG' 'ASAHAN' 'KUTAI KARTANEGARA' 'TASIKMALAYA' 'BRUNEI DARUSSALAM' 'CIKAMPEK KARAWANG' 'LABUHAN BATU UTARA' 'KARANGANYAR' 'LONDON' 'TANAH LAUT' 'PAYAKUMBUH' 'KABUPATEN GARUT' 'PAPUA NEW GUINEA' 'DUBAI' 'MUARA ENIM' 'CIAMIS' 'MAGELANG' 'ACEH' 'YOGYAKARTA' 'PASURUAN' 'KUWAIT' 'KUPANG' 'PELALAWAN' 'KUTAI TIMUR' 'MADIUN' 'MARTAPURA' 'BOLAANG MONGONDOW TIMUR' 'SOUTH AMERICA' 'KEPULAUAN MERANTI' 'DONGGALA' 'KOTA BATAM' 'BANTUL' 'TULANG BAWANG' 'PRINGSEWU' 'PRABUMULIH' 'METRO' 'BATANG' 'NGAWI' 'BANGKA TENGAH' 'KOTA MAGELANG' 'BITUNG' 'PADANG PARIAMAN' 'LANGSA' 'DUMAI' 'KOTA LHOKSEUMAWE' 'HONGKONG' 'SLEMAN' 'REPUBLIC OF MALDIVES' 'MUARO JAMBI' 'BIREUEN' 'SORONG SELATAN' 'KARIMUN' 'ACEH SINGKIL' 'PURWOKERTO' 'CANADA' 'TUBAN' 'BANJARMAIN' 'BARITO TIMUR' 'SUMBA TIMUR' 'KUALA LUMPUR' 'MIAMI' 'AMERIKA SERIKAT' 'LAMPUNG UTARA' 'KAB BANDUNG' 'LUWU TIMUR' 'KOTA BANDUNG' 'KABUPATEN BANDUNG' 'JEMBER' 'KOTABUMI' 'BLORA' 'CILACAP' 'GABON' 'KAB SUBANG' 'DURI' 'BANYUWANGI' 'KOTA TASIKMALAYA' 'BALI' 'TABALONG' 'LIBYA' 'KAB SUMEDANG' 'SOLO' 'PURWOREJO' 'PANGANDARAN' 'KAB PURWAKARTA' 'PARIAMAN' 'KUANTAN SINGINGI' 'PADANG PANJANG' 'TAPIN' 'KEDIRI' 'OKU TIMUR' 'BARITO UTARA' 'TANAH BUMBU' 'PURBALINGGA' 'BANJARNEGARA' 'KAB KUNINGAN' 'WONOSOBO' 'KABUPATEN CIREBON' 'SAMPANG' 'SIMALUNGUN' 'KAB MAJALENGKA' 'KABUPATEN SUBANG' 'WONOGIRI' 'SRAGEN' 'PACITAN' 'TEMANGGUNG' 'GUNUNG KIDUL' 'DEMAK' 'KULON PROGO' 'ENDE' 'SERUYAN' 'OGAN KOMERING ILIR' 'LOMBOK TENGAH' 'SALATIGA' 'GROBOGAN' 'KOTA PEKALONGAN' 'KULONPROGO' 'NUSA TENGGARA TIMUR' 'DIY YOGYAKARTA' 'MALUKU UTARA' 'MATARAM' 'SULTANATE OF OMAN' 'TAPANULI SELATAN' 'BANGKALAN' 'GUNUNGKIDUL' 'MAKASAR' 'SINGARAJA' 'MINAHASA UTARA' 'MAYBRAT' 'UNGARAN' 'PONOROGO' 'PUNCAK' 'SUMENEP' 'PROBOLINGGO' 'KABUPATEN SEMARANG' 'REMBANG' 'KAB PEKALONGAN' 'KAB SEMARANG' 'AMBARAWA' 'NETHERLAND' 'LOMBOK BARAT' 'SWITZERLAND' 'SERAM BAGIAN TIMUR' 'KOTA KUDUS' 'LAMONGAN' 'NGANJUK' 'KEPULAUAN ARU' 'PAMEKASAN' 'MANGGARAI' 'BOJONEGORO' 'BLITAR' 'JOMBANG' 'BONDOWOSO' 'LUMAJANG' 'TRENGGALEK' 'FLORES' 'JEMBRANA' 'BINTUNI' 'BATU' 'SIGI' 'SIAK' 'SUMBA BARAT' 'KOTA BATU' 'HULU SUNGAI SELATAN' 'BIMA' 'ALOR' 'TABANAN' 'TENGGARONG' 'MALUKU TENGGARA' 'KEPULAUAN RIAU' 'MURUNG RAYA' 'MERAUKE' 'KOTA BARU' 'BULUNGAN' 'KOTAMOBAGU' 'KOTABARU' 'SIKKA' 'BAU BAU' 'BELU' 'GUNUNG MAS' 'BARITO SELATAN' 'KEPULAUAN ANAMBAS' 'BULELENG' 'KOTA TARAKAN' 'KARANGASEM' 'BANGLI' 'SEMARAPURA' 'LOMBOK TIMUR' 'AMLAPURA' 'SUMBAWA BARAT' 'LOMBOK UTARA' 'NEGARA' 'OGAN KOMERING ULU SELATAN' 'KLUNGKUNG' 'MUSI RAWAS' 'SUMBAWA' 'DOMPU' 'BATU LAYAR' 'MALINAU' 'KUTAI BARAT' 'KOTA BANGUN' 'SANGATTA' 'MUARA BADAK' 'LOA JANAN' 'SANGATA' 'MUARA KAMAN' 'SEBULU' 'SENDAWAR' 'KUTAI KARTANEGARA' 'KABUPATEN KUTAI KARTANEGARA' 'HULU SUNGAI UTARA' 'PENAJAM PASER UTARA' 'TENGGARONG SEBERANG' 'HULU SUNGAI TENGAH' 'MANGGARAI BARAT' 'KOTA BANJARMASIN' 'BARITO KUALA' 'RANTAU' 'BANJAR BARU' 'KABUPATEN BARITO KUALA' 'SINJAI' 'BALANGAN' 'PELAIHARI' 'BANAJRBARU' 'KATINGAN' 'KUALA KAPUAS' 'PANGKALAN BUN' 'LAMANDAU' 'SINTANG' 'AMUNTAI' 'IRAQ' 'YEMEN' 'KERINCI' 'LANDAK' 'PONTIANAK KOTA' 'MINAHASA' 'GOWA' 'LUWU' 'TOMOHON' 'PANGKEP' 'UJUNG PANDANG' 'KOTA JAYAPURA' 'MAROS' 'KARUWISI UTARA' 'TAKALAR' 'PARE PARE' 'JENEPONTO' 'BANTAENG' 'MAMUJU' 'MAJENE' 'BULUKUMBA' 'BONE' 'BARRU' 'MOROWALI' 'LUWU UTARA' 'KEPULAUAN YAPEN' 'KOLAKA' 'BANGGAI KEPULAUAN' 'POLEWALI MANDAR' 'SENGKANG' 'PARIGI MOUTONG' 'TANA TORAJA' 'KOLAKA UTARA' 'SIDENRENG RAPPANG' 'MALUKU TENGAH' 'PAREPARE' 'WAJO' 'BIAK NUMFOR' 'RAJA AMPAT' 'TOLI TOLI' 'MAMUJU UTARA' 'SOPPENG' 'TOJO UNA UNA' 'DELI SERDANG' 'POLEWALI MAMASA' 'PALOPO' 'BUOL' 'PANGKEJENE' 'POSO' 'SELAYAR' 'MAMASA' 'TUAL' 'TORAJA UTARA' 'ENREKANG' 'PERANCIS' 'MUNA' 'BOMBANA' 'SIDRAP' 'WAROPEN' 'MAMBERAMO RAYA' 'PANAMA' 'BONEBOLANGO' 'MINAHASA TENGGARA' 'BOLAANG MONGONDOW SELATAN' 'BOALEMO' 'KEPULAUAN TALAUD' 'HALMAHERA TENGAH' 'GORONTALO UTARA' 'KEPULAU SIAU TAGULANDANG BIARO' 'BOLAANG MONGONDOW UTARA' 'HALMAHERA BARAT' 'KEPULAUAN SULA' 'BONE BOLANGO' 'KEPULAUAN SANGIHE' 'TOLIKARA' 'HALMAHERA SELATAN' 'HALMAHERA TIMUR' 'HALMAHERA UTARA' 'BINJAI' 'PADANG LAWAS UTARA' 'KOTAJANTHO' 'KOTA MEDAN' 'ACEH BESAR' 'KOTA BINJAI' 'LABUHANBATU' 'MALUKU BARAT DAYA' 'LABUHAN BATU' 'NANGGROE ACEH DARUSSALAM' 'TEBING TINGGI' 'BATUBARA' 'SERDANG BEDAGAI' 'PADANG SIDEMPUAN' 'BANDA ACEH' 'PADANG LAWAS' 'PIDIE JAYA' 'SIBOLGA' 'PIDIE' 'KARO' 'TANJUNG BALAI' 'SUBULUSSALAM' 'ACEH TIMUR' 'SIMEULUE' 'NAGAN RAYA' 'ACEH BARAT DAYA' 'LHOKSEUMAWE' 'DAIRI' 'GAYO LUES' 'KAB DELI SERDANG' 'TOBA SAMOSIR' 'ROKAN HULU' 'TAPANULI UTRA' 'TEBING TENNGI' 'SIGLI' 'CALANG' 'PEMATANGSIANTAR' 'NIAS SELATAN' 'ACEH SELATAN' 'RANTAUPRAPAT' 'ROKAN HILIR' 'TAPANULI TENGAH' 'KAB SOLOK SELATAN' 'NIAS' 'BATU BARA' 'LUBUKPAKAM' 'ACEH TAMIANG' 'LABUHAN BATU SELATAN' 'ACEH TENGAH' 'RANTAU PRAPAT' 'TANAH KARO' 'KUALA SIMPANG' 'BINTAN' 'KABANJAHE' 'BENER MERIAH' 'TANJUNGBALAI' 'MUARA BUNGO' 'KISARAN' 'INDRAPURA' 'BANYUASIN' 'OGAN ILIR' 'BATANG HARI' 'TEBO' 'MUSI BANYU ASIN' 'MUARO BUNGO' 'MUSI BANYUASIN' 'PAGAR ALAM' 'LUBUKLINGGAU' 'TANJUNG JABUNG TIMUR' 'BATURAJA' 'BANGKA SELATAN' 'LUBUK LINGGAU' 'TANJUNG JABUNG' 'INDRAGIRI HILIR' 'BUNGO' 'TANJUNG ENIM' 'BENGKULU UTARA' 'MUARA BULIAN' 'KOTA PRABUMULIH' 'SEKAYU' 'TANJUNG JABUNG BARAT' 'LAMPUNG TIMUR' 'KOTA LUBUK LINGGAU' 'LEBONG' 'MERANGIN' 'SUNGAIPENUH' 'PANGKALPINANG' 'OKU SELATAN' 'KAYUAGUNG' 'TANJAB BARAT' 'OGAM KOMERING ILIR' 'KABUPATEN MUSI BANYUASIN' 'DHARMASRAYA' 'BANYU ASIN' 'BELITUNG TIMUR' 'KAYU AGUNG' 'TANJUNG BALAI KARIMUN' 'SOLOK SELATAN' 'SOLOK' 'KAB SIAK' 'PASIR PANGARAIAN ROKAN HULU' 'BAGANSIAPIAPI' 'TANJUNGPINANG' 'BANGKINANG' 'BRITISH VIRGIN ISLAND' 'KABUPATEN BENGKALIS' 'UJUNG BATU' 'TULANG BAWANG LAMPUNG' 'MESUJI' 'KOTA METRO' 'KEMILING' 'PESAWARAN LAMPUNG SELATAN' 'LAMPUNG BARAT' 'TULANG BAWANG BARAT' 'KOTA BANDAR LAMPUNG' 'KEDONDONG' 'PESISIR SELATAN' 'KEPULAUAN MENTAWAI' 'LIMA PULUH KOTA' 'PASAMAN BARAT' 'PEISISR SELATAN' 'SAWAH LUNTO SIJUNJUNG' 'SAWAH LUNTO' 'KAB LIMA PULUH KOTA' 'TANAH DATAR' 'AGAM' 'SIJUNJUNG' 'LIMA PULUH KOTO' 'PAINAN' 'KAB SOLOK' 'PASAMAN' 'KAB SAWAHLUNTO SIJUNJUNG' 'KABUPATEN 50 KOTA' 'LIMAPULUH KOTO' 'SAWAHLUNTO' 'KAB DHARMASRAYA' 'PANGKALAN KERINCI' 'UAE' 'SUMATRA UTARA' 'REJANG LEBONG' 'KONAWE' 'KONAWE SELATAN' 'KAMBOJA' 'LUAR NEGERI' 'SUMANTRA UTARA' 'AUSTRIA' 'SUPIORI' 'FLORIDA' 'JABAR' 'OHIO' 'KAB TEGAL' 'KABUPATEN SUMEDANG' 'KOTA KENDAL' 'KABUPATEN KUDUS' 'ASMAT' 'TELUK WONDAMA' 'KOTA PASURUAN' 'DILI' 'SUKAMARA' 'LEMBATA' 'KALABAHI TIMUR' 'SUMBA BARAT DAYA' 'WAMENA' 'CYPRUS' 'SANGKULIRANG' 'TANA TIDUNG' 'MUARA TEWEH' 'TANJUNG' 'BARABAI' 'BANJARMASIN TIMUR' 'TAPIN SELATAN' 'SIGI BIROMARU' 'UJUNGPANDANG' 'LANNY JAYA' 'SOPPENG WATANSOPPENG' 'MAMBERAMO TENGAH' 'BURU' 'KOTA KENDARI' 'PANIAI' 'PEGUNUNGAN BINTANG' 'JAYAWIJAYA' 'INTAN JAYA' 'TIDORE KEPULAUAN' 'NDUGA' 'KOTA TERNATE' 'KOTA GORANTALO' 'YALIMO' 'SAMALANGA' 'GUNUNGSITOLI' 'TAPANULI UTARA' 'LUBUK PAKAM' 'ACEH TENGGARA' 'SABANG' 'SIDIKALANG' 'SAMSOIR' 'HUMBANG HASUNDUTAN' 'LABUHANBATU SELATAN' 'STABAT' 'KOTA LUBUKLINGGAU' 'KAPUAS HULU' 'KAUR' 'BENGKULU TENGAH' 'PENUKAL ABAB LEMATANG ILIR' 'RENGAT' 'PERTAPAHAN' 'PHILIPINES' 'BUKTI TINGGI' 'PASIR PENGARAIAN' 'PEMATANG REBA' 'KRUI' 'KOTA PARIAMAN' 'KAB SIJUNJUNG' 'SAWAHLUNTO SIJUNJUNG' 'GUNUNG TALANG' 'KAB PASAMAN BARAT' 'LINGGA' 'KOTA BANDA ACEH' 'BATANGHARI' 'IRAN']
print(df.Pekerjaan.value_counts(dropna = False))
plt.subplot(1,2,1)
df.Pekerjaan.value_counts(dropna= False).plot.bar()
plt.xlabel('Pekerjaan')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.Pekerjaan.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('Pekerjaan')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.Pekerjaan.unique())
Wiraswasta 63424 Karyawan Swasta 48916 Pegawai Negeri Sipil 17557 Karyawan BUMN 4946 Dokter 3278 Guru 2151 TNI / Polisi 1467 Dosen 1405 Pengusaha 899 PERDAGANGAN 587 Ibu Rumah Tangga 568 Pejabat Pemerintah 519 Notaris 481 Perawat 443 Petani 438 Consultant 337 Ulama atau Pendeta 330 Karyawan Bisnis hiburan & Media Mass 314 KONTRAKTOR 308 Security / Satuan Pengamanan 251 Karyawan TNI / POLRI 248 Pelaut 240 Pilot 208 MULTI LEVEL MARKETING (MLM) 181 Pengacara / Advokat 176 Politikus 170 Lain-Lain 162 Mahasiswa dan Pelajar 147 Anggota Legislatif 147 PNS GOLONGAN IVA 144 Accountant 134 Hakim / Jaksa 130 PNS GOLONGAN IIIC 117 Artis 114 PURNAWIRAWAN ABRI ATAU POLRI 106 PNS GOLONGAN IIID 104 PNS GOLONGAN IIIB 96 Entertainment 88 Rentenir 76 PNS GOLONGAN IIIA 75 Apoteker 68 KARYAWAN KONTRAKTOR 65 PNS GOLONGAN IVB 63 INDUSTRI 58 Akademisi 56 Wartawan 51 Karyawan ORMAS 44 Pengobatan Tradisional 40 Nelayan 33 Anggota MPR/DPR/DPD/DPRD 33 Pramugari/a 33 Karyawan Pengadilan 32 Karyawan Kejaksaan / Kehakiman 26 Jurnalist 21 Konsultan Hukum 17 Penagih Hutang 17 SENI 16 Karyawan Perusahaan Senjata & Amunisi 15 PRODUSER 14 Atlit 13 PNS GOLONGAN IVC 13 Fotografer 13 Arsitektur 13 LEMBAGA SWADAYA MASYARAKAT (LSM) 13 Paranormal 11 Programmer 11 PNS GOLONGAN IVD 11 Aktivitas Profesional, Ilmiah dan Teknis Lainnya 8 Pertambangan Batu Bara dan Lignit 5 Pekerja Sosial 4 PNS GOLONGAN IIIE 4 Aktivitas Hiburan, Kesenian dan Kreativitas 3 Penyediaan Makanan dan Minuman 3 Angkutan Perairan 3 Perdagangan Besar, Bukan Mobil dan Sepeda Motor 3 Karyawan Konsultan Militer 3 CAMERAMAN 3 Pertanian Tanaman, Peternakan, Perburuan dan Kegiatan ybdi 3 Pengurus Partai Politik 2 Administrasi Pemerintahan, Pertahanan dan Jaminan Sosial Wajib 2 LURAH 2 Aktivitas Jasa Keuangan, Bukan Asuransi dan Dana Pensiunan 2 Perdagangan, Reparasi dan Perawatan Mobil dan Sepeda Motor 2 Aktivitas kesehatan Manusia 2 CAMAT 2 Konstruksi Bangunan Sipil 1 Industri Makanan 1 Industri Minuman 1 Industri Kayu, Barang dari Kayu dan Gabus (Tidak Termasuk Furnitur) dan Barang Anyaman dari bambu 1 Industri Peralatan Listrik 1 PREMAN 1 Perikanan 1 Industri Bahan Kimia dan Barang dari Bahan Kimia 1 Asuransi, Reasuransi dan Dana Pensiun, Bukan Jaminan Sosial Wajib 1 Aktivitas Olahraga dan Rekreasi Lainnya 1 Pertambangan Minyak Bumi dan Gas Alam dan Panas Bumi 1 Aktivitas Jasa Penunjang Pertambangan 1 Kehutanan dan Pemanenan Kayu dan Hasil Hutan Selain Kayu 1 Penyediaan Akomodasi 1 Conversion 1 PNS GOLONGAN IVE 1 Industri Kendaraan Bermotor, Trailer dan Semi Trailer 1 Aktivitas Jasa Informasi 1 Aktivitas Jasa Perorangan Lainnya 1 Industri Furnitur 1 Name: Pekerjaan, dtype: int64 ['Wiraswasta' 'PURNAWIRAWAN ABRI ATAU POLRI' 'Karyawan Swasta' 'Perawat' 'KONTRAKTOR' 'Politikus' 'Karyawan TNI / POLRI' 'Pegawai Negeri Sipil' 'Karyawan Bisnis hiburan & Media Mass' 'Karyawan BUMN' 'Entertainment' 'Pejabat Pemerintah' 'KARYAWAN KONTRAKTOR' 'Dokter' 'Penagih Hutang' 'Pramugari/a' 'Ibu Rumah Tangga' 'TNI / Polisi' 'Consultant' 'Pelaut' 'Pengusaha' 'Security / Satuan Pengamanan' 'Dosen' 'MULTI LEVEL MARKETING (MLM)' 'Notaris' 'Pilot' 'Hakim / Jaksa' 'Guru' 'Rentenir' 'Akademisi' 'Pengobatan Tradisional' 'Pengacara / Advokat' 'Artis' 'Arsitektur' 'Accountant' 'Wartawan' 'Lain-Lain' 'Ulama atau Pendeta' 'PERDAGANGAN' 'Mahasiswa dan Pelajar' 'Karyawan Konsultan Militer' 'Nelayan' 'Fotografer' 'Programmer' 'Anggota Legislatif' 'Atlit' 'Apoteker' 'INDUSTRI' 'Karyawan ORMAS' 'Jurnalist' 'Angkutan Perairan' 'Karyawan Perusahaan Senjata & Amunisi' 'Konsultan Hukum' 'LEMBAGA SWADAYA MASYARAKAT (LSM)' 'PRODUSER' 'SENI' 'PNS GOLONGAN IIIC' 'Karyawan Pengadilan' 'Paranormal' 'CAMERAMAN' 'Pekerja Sosial' 'PNS GOLONGAN IIID' 'PNS GOLONGAN IVB' 'Karyawan Kejaksaan / Kehakiman' 'Aktivitas Jasa Perorangan Lainnya' 'PNS GOLONGAN IIIB' 'PNS GOLONGAN IVD' 'PNS GOLONGAN IVA' 'Petani' 'Perdagangan Besar, Bukan Mobil dan Sepeda Motor' 'Aktivitas Jasa Informasi' 'PNS GOLONGAN IVC' 'Pertambangan Batu Bara dan Lignit' 'LURAH' 'Anggota MPR/DPR/DPD/DPRD' 'Perdagangan, Reparasi dan Perawatan Mobil dan Sepeda Motor' 'Industri Kendaraan Bermotor, Trailer dan Semi Trailer' 'PNS GOLONGAN IVE' 'PNS GOLONGAN IIIA' 'Aktivitas Hiburan, Kesenian dan Kreativitas' 'Asuransi, Reasuransi dan Dana Pensiun, Bukan Jaminan Sosial Wajib' 'Aktivitas Profesional, Ilmiah dan Teknis Lainnya' 'Aktivitas Jasa Keuangan, Bukan Asuransi dan Dana Pensiunan' 'PNS GOLONGAN IIIE' 'Conversion' 'Penyediaan Akomodasi' 'Kehutanan dan Pemanenan Kayu dan Hasil Hutan Selain Kayu' 'Aktivitas Jasa Penunjang Pertambangan' 'Pertambangan Minyak Bumi dan Gas Alam dan Panas Bumi' 'Aktivitas kesehatan Manusia' 'Administrasi Pemerintahan, Pertahanan dan Jaminan Sosial Wajib' 'Penyediaan Makanan dan Minuman' 'Aktivitas Olahraga dan Rekreasi Lainnya' 'Industri Minuman' 'Industri Bahan Kimia dan Barang dari Bahan Kimia' 'Industri Makanan' 'Konstruksi Bangunan Sipil' 'CAMAT' 'Industri Kayu, Barang dari Kayu dan Gabus (Tidak Termasuk Furnitur) dan Barang Anyaman dari bambu' 'Industri Peralatan Listrik' 'Perikanan' 'Pengurus Partai Politik' 'Pertanian Tanaman, Peternakan, Perburuan dan Kegiatan ybdi' 'PREMAN' 'Industri Furnitur']
print(df.Pendidikan.value_counts(dropna = False))
plt.subplot(1,2,1)
df.Pendidikan.value_counts(dropna= False).plot.bar()
plt.xlabel('Pendidikan')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.Pendidikan.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('Pendidikan')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.Pendidikan.unique())
S1 75418 SLTA 48922 D3 10246 S2 7591 SLTP 4758 SD 2787 D1 1057 D2 821 S3 742 CV 16 Name: Pendidikan, dtype: int64 ['S1' 'D3' 'SLTA' 'SLTP' 'S2' 'D1' 'SD' 'D2' 'S3' 'CV']
print(df.Wayofpayment.value_counts(dropna = False))
plt.subplot(1,2,1)
df.Wayofpayment.value_counts(dropna= False).plot.bar()
plt.xlabel('Wayofpayment')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.Wayofpayment.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('Wayofpayment')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.Wayofpayment.unique())
BT 107937 AD 43422 PD 999 Name: Wayofpayment, dtype: int64 ['BT' 'AD' 'PD']
print(df.IsSyariah.value_counts(dropna = False))
plt.subplot(1,2,1)
df.IsSyariah.value_counts(dropna= False).plot.bar()
plt.xlabel('IsSyariah')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.IsSyariah.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('IsSyariah')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.IsSyariah.unique())
0 150313 1 2045 Name: IsSyariah, dtype: int64 [0 1]
print(df.ProductType.value_counts(dropna = False))
plt.subplot(1,2,1)
df.ProductType.value_counts(dropna= False).plot.bar()
plt.xlabel('ProductType')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.ProductType.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('ProductType')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.ProductType.unique())
CF MULTI 83129 CF 65938 SY 2045 LS FIN LEAS 434 CF INVEST INSTL 429 LS MULTI SERVICE 381 SY IJARAH 2 Name: ProductType, dtype: int64 ['CF' 'CF MULTI' 'CF INVEST INSTL' 'LS FIN LEAS' 'SY' 'LS MULTI SERVICE' 'SY IJARAH']
print(df.UsedNew.value_counts(dropna = False))
plt.subplot(1,2,1)
df.UsedNew.value_counts(dropna= False).plot.bar()
plt.xlabel('UsedNew')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.UsedNew.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('UsedNew')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.UsedNew.unique())
New 149376 Used 2982 Name: UsedNew, dtype: int64 ['New' 'Used']
print(df.GroupProductId.value_counts(dropna = False))
plt.subplot(1,2,1)
df.GroupProductId.value_counts(dropna= False).plot.bar()
plt.xlabel('GroupProductId')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.GroupProductId.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('GroupProductId')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.GroupProductId.unique())
CF 144170 KP 6184 SY 1991 LS 9 SK 2 SI 2 Name: GroupProductId, dtype: int64 ['CF' 'KP' 'SY' 'LS' 'SK' 'SI']
print(df.PurposeOfFinancingID.value_counts(dropna = False))
plt.subplot(1,2,1)
df.PurposeOfFinancingID.value_counts(dropna= False).plot.bar()
plt.xlabel('PurposeOfFinancingID')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.PurposeOfFinancingID.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('PurposeOfFinancingID')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.PurposeOfFinancingID.unique())
PF001 150363 PF002 1995 Name: PurposeOfFinancingID, dtype: int64 ['PF001' 'PF002']
print(df.applicationsource.value_counts(dropna = False))
plt.subplot(1,2,1)
df.applicationsource.value_counts(dropna= False).plot.bar()
plt.xlabel('applicationsource')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.applicationsource.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('applicationsource')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.applicationsource.unique())
D 123622 B 27973 L 551 I 212 Name: applicationsource, dtype: int64 ['D' 'B' 'L' 'I']
print(df.FirstInstallment.value_counts(dropna = False))
plt.subplot(1,2,1)
df.FirstInstallment.value_counts(dropna= False).plot.bar()
plt.xlabel('FirstInstallment')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.FirstInstallment.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('FirstInstallment')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.FirstInstallment.unique())
ADDM 125390 ADDB 26968 Name: FirstInstallment, dtype: int64 ['ADDM' 'ADDB']
print(df.AssetCategory.value_counts(dropna = False))
plt.subplot(1,2,1)
df.AssetCategory.value_counts(dropna= False).plot.bar()
plt.xlabel('AssetCategory')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.AssetCategory.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('AssetCategory')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.AssetCategory.unique())
MPV 66378 SUV 32584 SEDAN I 30595 SEDAN II 7753 JEEP 6826 SEDAN 3268 PICK UP 2496 MINIBUS 637 MINI BUS 466 SEDAN III 442 D.CABIN 267 TRUCKL 203 SPORT 186 SEDAN IV 110 TRUCKH 67 MOGE 32 BLIND VAN 26 OTHERS 11 BUS 9 ST.WAGON 2 Name: AssetCategory, dtype: int64 ['SUV' 'MPV' 'SEDAN I' 'SEDAN II' 'JEEP' 'SEDAN' 'PICK UP' 'MINIBUS' 'MINI BUS' 'D.CABIN' 'SEDAN III' 'TRUCKL' 'SPORT' 'SEDAN IV' 'TRUCKH' 'BLIND VAN' 'MOGE' 'BUS' 'ST.WAGON' 'OTHERS']
print(df.AssetUsage.value_counts(dropna = False))
plt.subplot(1,2,1)
df.AssetUsage.value_counts(dropna= False).plot.bar()
plt.xlabel('AssetUsage')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.AssetUsage.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('AssetUsage')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.AssetUsage.unique())
N 149136 C 3222 Name: AssetUsage, dtype: int64 ['N' 'C']
print(df.MainCoverage.value_counts(dropna = False))
plt.subplot(1,2,1)
df.MainCoverage.value_counts(dropna= False).plot.bar()
plt.xlabel('MainCoverage')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.MainCoverage.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('MainCoverage')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.MainCoverage.unique())
All Risk 115542 ARK&TLO 36662 TLO 154 Name: MainCoverage, dtype: int64 ['All Risk' 'ARK&TLO' 'TLO']
print(df.NTFIDR.describe())
print(df.NTFIDR.value_counts(dropna= False,bins=8).sort_index(ascending=True))
df.NTFIDR.value_counts(normalize=True, dropna= False).round(4) * 100
df.NTFIDR.plot.hist(bins=8)
plt.show()
df["NTFIDR"][df["NTFIDR"]<1000000000].plot.hist()
plt.show()
count 1.523580e+05 mean 1.881945e+08 std 1.890413e+08 min 1.148000e+07 25% 1.112366e+08 50% 1.468144e+08 75% 2.083882e+08 max 1.085318e+10 Name: NTFIDR, dtype: float64 (638296.999, 1366692875.0] 151987 (1366692875.0, 2721905750.0] 253 (2721905750.0, 4077118625.0] 65 (4077118625.0, 5432331500.0] 32 (5432331500.0, 6787544375.0] 11 (6787544375.0, 8142757250.0] 5 (8142757250.0, 9497970125.0] 2 (9497970125.0, 10853183000.0] 3 Name: NTFIDR, dtype: int64
print(df.numofassetunit.value_counts(dropna = False))
plt.subplot(1,2,1)
df.numofassetunit.value_counts(dropna= False).plot.bar()
plt.xlabel('numofassetunit')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.numofassetunit.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('numofassetunit')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.numofassetunit.unique())
1 152356 2 2 Name: numofassetunit, dtype: int64 [1 2]
print(df.Pendapatan.describe())
print(df.Pendapatan.value_counts(dropna= False,bins=8).sort_index(ascending=True))
df.Pendapatan.value_counts(normalize=True, dropna= False).round(4) * 100
df.Pendapatan.plot.hist(bins=8)
plt.show()
df["Pendapatan"][df["Pendapatan"]<1000000000].plot.hist()
plt.show()
df["Pendapatan"][df["Pendapatan"]<100000000].plot.hist()
plt.show()
df["Pendapatan"][df["Pendapatan"]<50000000].plot.hist()
plt.show()
count 1.523580e+05 mean 2.926625e+08 std 2.089698e+09 min 0.000000e+00 25% 1.638005e+07 50% 4.796784e+07 75% 2.000000e+08 max 5.280000e+11 Name: Pendapatan, dtype: float64 (-528000000.001, 66000000000.0] 152348 (66000000000.0, 132000000000.0] 7 (132000000000.0, 198000000000.0] 2 (198000000000.0, 264000000000.0] 0 (264000000000.0, 330000000000.0] 0 (330000000000.0, 396000000000.0] 0 (396000000000.0, 462000000000.0] 0 (462000000000.0, 528000000000.0] 1 Name: Pendapatan, dtype: int64
print(df.Bidang_usaha.value_counts(dropna = False))
plt.subplot(1,2,1)
df.Bidang_usaha.value_counts(dropna= False).plot.bar()
plt.xlabel('Bidang_usaha')
plt.ylabel('Amount')
plt.subplot(1,2,2)
prob=df['Bidang_usaha'].value_counts(normalize=True, dropna= False).round(4) * 100
threshold=1
mask=prob>threshold
tail_prob=prob.loc[~mask].sum()
prob=prob.loc[mask]
prob['OTHER']=tail_prob
prob.plot.bar()
plt.xlabel('Bidang_usaha')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.Bidang_usaha.unique())
Distribution 19938 Goverment 15001 Service 11784 SUPPLIER 10167 Other services 10128 Education 8763 Retail 7940 Health and Beauty 6995 Construction 6580 INDUSTRY 5463 Food 4808 Banking 4005 Manufacturing 3201 Gas & Oil 2752 PERKEBUNAN 2387 Transportation 2307 Car Dealers 1911 Other Distribution 1862 Consulting 1639 Other Industry 1596 INSURANCE 1431 Hotel 1340 PROPERTI 1320 Information Technology 1292 MINES 1216 Telekomunikasi 1144 Garment 1089 Agriculture 1060 DEVELOPER 1037 Administration 963 Shipping 852 Advertising 726 Chemicals 692 Food & Drugs 685 FURNITURE 683 Textile 662 FINANCE 625 PETERNAKAN 500 Tourism 497 Non Goverment 480 Farming 425 Entertainment 391 PRINTING 384 Pharmaceuticals 348 MOTOR CYCLE DEALER 343 Finance Company 293 KOPERASI 264 Wood 226 Media Massa 207 Other Manufacturing 200 Other Textile 164 Plastic 146 Paper 146 CAR RENTAL 123 Air 116 Water 101 Pilot 99 Other Agriculture 86 Shoes 78 Ibu Rumah Tangga 72 Unknown 70 Local / Suburban / Transport 69 Pengadilan 64 Officer Management 60 SENI 54 PJTKI 43 PELAJAR/MAHASISWA 41 Other Chemicals 40 Dental Equipment 27 LEMBAGA SWADAYA MASYARAKAT 24 Atlit Olahraga 23 Optics 22 MINUMAN ALKOHOL 19 Private Individuals 19 SUPPLIER PERLENGKAPAN MILITER 16 Landscaping 12 LECTURE 7 Spinning/Weaving 4 Road 4 Railways 4 Rail 3 Name: Bidang_usaha, dtype: int64 ['Service' 'PROPERTI' 'Distribution' 'Retail' 'Health and Beauty' 'SUPPLIER' 'Construction' 'Water' 'Goverment' 'Manufacturing' 'Entertainment' 'Garment' 'Telekomunikasi' 'Gas & Oil' 'Air' 'DEVELOPER' 'Advertising' 'Transportation' 'Education' 'PJTKI' 'Banking' 'Car Dealers' 'Consulting' 'INDUSTRY' 'INSURANCE' 'Information Technology' 'Food & Drugs' 'Other Industry' 'Food' 'Other Manufacturing' 'FINANCE' 'Shipping' 'MINES' 'FURNITURE' 'Hotel' 'Administration' 'Media Massa' 'Other Textile' 'Other services' 'Chemicals' 'PERKEBUNAN' 'PELAJAR/MAHASISWA' 'Finance Company' 'Farming' 'PRINTING' 'Pharmaceuticals' 'Agriculture' 'KOPERASI' 'MOTOR CYCLE DEALER' 'Non Goverment' 'Textile' 'Plastic' 'Pilot' 'Paper' 'Other Distribution' 'Wood' 'Ibu Rumah Tangga' 'Atlit Olahraga' 'Other Agriculture' 'Unknown' 'Tourism' 'SENI' 'Optics' 'Dental Equipment' 'CAR RENTAL' 'PETERNAKAN' 'MINUMAN ALKOHOL' 'Pengadilan' 'LEMBAGA SWADAYA MASYARAKAT' 'Shoes' 'Local / Suburban / Transport' 'Landscaping' 'Other Chemicals' 'Officer Management' 'Private Individuals' 'Rail' 'Spinning/Weaving' 'Road' 'Railways' 'SUPPLIER PERLENGKAPAN MILITER' 'LECTURE']
print(df.flagImpact.value_counts(dropna = False))
plt.subplot(1,2,1)
df.flagImpact.value_counts(dropna= False).plot.bar()
plt.xlabel('flagImpact')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.flagImpact.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('flagImpact')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.flagImpact.unique())
HighImpact 92337 LowImpact 60021 Name: flagImpact, dtype: int64 ['HighImpact' 'LowImpact']
print(df.flagImpactHL.value_counts(dropna = False))
plt.subplot(1,2,1)
df.flagImpactHL.value_counts(dropna= False).plot.bar()
plt.xlabel('flagImpactHL')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.flagImpactHL.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('flagImpactHL')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.flagImpactHL.unique())
1 92337 2 60021 Name: flagImpactHL, dtype: int64 [1 2]
print(df.CreditScoringResult.value_counts(dropna = False))
plt.subplot(1,2,1)
df.CreditScoringResult.value_counts(dropna= False).plot.bar()
plt.xlabel('CreditScoringResult')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.CreditScoringResult.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('CreditScoringResult')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.CreditScoringResult.unique())
A 79499 M 72859 Name: CreditScoringResult, dtype: int64 ['M' 'A']
print(df.Autoapprovalresult.value_counts(dropna = False))
plt.subplot(1,2,1)
df.Autoapprovalresult.value_counts(dropna= False).plot.bar()
plt.xlabel('Autoapprovalresult')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.Autoapprovalresult.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('Autoapprovalresult')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.Autoapprovalresult.unique())
F 80894 - 70295 P 1169 Name: Autoapprovalresult, dtype: int64 ['-' 'P' 'F']
print(df.Creditscore.describe())
print(df.Creditscore.value_counts(dropna= False,bins=8).sort_index(ascending=True))
df.Creditscore.value_counts(normalize=True, dropna= False).round(4) * 100
df.Creditscore.plot.hist(bins=8)
plt.show()
count 152358.000000 mean 211.076540 std 89.079015 min 0.000000 25% 220.000000 50% 247.000000 75% 265.000000 max 346.000000 Name: Creditscore, dtype: float64 (-0.347, 43.25] 22289 (43.25, 86.5] 22 (86.5, 129.75] 8530 (129.75, 173.0] 13 (173.0, 216.25] 5580 (216.25, 259.5] 66628 (259.5, 302.75] 47502 (302.75, 346.0] 1794 Name: Creditscore, dtype: int64
print(df.CreditScoreSchemeID.value_counts(dropna = False))
plt.subplot(1,2,1)
df.CreditScoreSchemeID.value_counts(dropna= False).plot.bar()
plt.xlabel('CreditScoreSchemeID')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.CreditScoreSchemeID.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('CreditScoreSchemeID')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.CreditScoreSchemeID.unique())
BASEL2016 71155 FIC-WAIV 62743 BIIF-FAST 8503 FICO-FAST 7246 BASEL2021 2683 BII-CFSCR 28 Name: CreditScoreSchemeID, dtype: int64 ['FIC-WAIV' 'BASEL2016' 'BIIF-FAST' 'FICO-FAST' 'BASEL2021' 'BII-CFSCR']
print(df.isoveride.value_counts(dropna = False))
plt.subplot(1,2,1)
df.isoveride.value_counts(dropna= False).plot.bar()
plt.xlabel('isoveride')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.isoveride.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('isoveride')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.isoveride.unique())
Non Isoverride 97023 Isoverride 55335 Name: isoveride, dtype: int64 ['Isoverride' 'Non Isoverride']
print(df.ProductOffering.value_counts(dropna = False))
plt.subplot(1,2,1)
df.ProductOffering.value_counts(dropna= False).plot.bar()
plt.xlabel('ProductOffering')
plt.ylabel('Amount')
plt.subplot(1,2,2)
prob=df['ProductOffering'].value_counts(normalize=True, dropna= False).round(4) * 100
threshold=0.1
mask=prob>threshold
tail_prob=prob.loc[~mask].sum()
prob=prob.loc[mask]
prob['OTHER']=tail_prob
prob.plot.bar()
plt.xlabel('ProductOffering')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.ProductOffering.unique())
NEW CAR (PERORANGAN & PERUSAHAAN) 19008 NEW CAR DP 25% - 99.99% (PERORANGAN) 12009 NEW CAR DP 30% - 99.99% (PERORANGAN & PERUSAHAAN) 11353 NEW CAR PAKET DP 30% ADDB MASUK BUNGA (PERUSAHAAN & PERORANGAN) 8054 NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A (PERORANGAN & PERUSAHAAN) 5861 NEW CAR DP 25% - 29.99% (PERORANGAN & PERUSAHAAN) 5198 NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A (PERORANGAN) 4840 NEW CAR DP 20% - 99.99% (PERORANGAN & PERUSAHAAN) 4655 NEW PASSANGER CAR BRAND A (PERUSAHAAN & PERORANGAN) 4257 PROGRAM NEW CAR KKB (PERORANGAN) 3767 NEW CAR PAKET DP 30% ADDB ON INTEREST (PERUSAHAAN & PERORANGAN) 3671 PAKET NEW CAR FIX & FIX TENOR 5 - 6 THN ADDB (PERUSAHAAN & PERORANGAN) 3571 NEW CAR PAKET DP 30% ADDB ONLOAN (PERUSAHAAN & PERORANGAN) 3311 NEW CAR DP 20% - 24.99% (PERORANGAN & PERUSAHAAN) 2702 NEW PASSANGER CAR BRAND A (PERORANGAN) 2692 PAKET NEW CAR DP 25% ADDB (PERORANGAN & PERUSAHAAN) 2668 NEW CAR DP 30% - 99.99% PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN) 2260 NEW CAR FAST TRACK APPROVAL BRAND A KATEGORI II 2206 NEW CAR KPM BII (PERORANGAN & PERUSAHAAN) 1504 NEW CAR DP 25% - 29.99% GIIAS 2018 (PERORANGAN) 1387 PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE (PERUSAHAAN & PERORANGAN) 1316 NEW CAR DP 30% - 99.99% GIIAS 2016 (PERORANGAN & PERUSAHAAN) 1315 PAKET BUNGA 0% TENOR 6 BULAN (PERORANGAN) 1259 PAKET BUNGA 0% TENOR 1 TAHUN (PERORANGAN) 1109 PAKET NEW CAR PICKUP SUZUKI DP 20% ONLOAN ADDB & ADDM (PERORANGAN & PERUSAHAAN) 1109 NEW CAR ASURANSI KHUSUS 991 NEW CAR DP 25% - 29.99% PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN) 868 NEW CAR DP 20% - 24.99% (PERORANGAN) 843 PROGRAM NEW CAR KKB 828 PENYIMPANGAN RADIUS 100-200 KM NEW CAR (PERORANGAN & PERUSAHAAN) 812 PAKET BUNGA 0% TENOR 6 BULAN BRAND A (PERORANGAN & PERUSAHAAN) 795 NEW PASSANGER CAR BRAND A IIMS 2013 (PERUSAHAAN & PERORANGAN) 759 NEW CAR DP 20% - 24.99% PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN) 746 NEW CAR KKB MANDIRI (PERORANGAN & PERUSAHAAN) 731 PROGRAM NEW CAR KKB (PERORANGAN & PERUSAHAAN) 687 NEW PICKUP (PERORANGAN & PERUSAHAAN) 604 NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% (PERORANGAN) 593 NEW CAR DP 30% - 99.99% PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN) 577 NEW CAR DP 30% - 99.99% IIMS 2017 (PERORANGAN & PERUSAHAAN) 526 NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A 522 NEW CAR PAKET DP 30% ADDB MASUK BUNGA KPM BII (PERUSAHAAN & PERORANGAN) 507 NEW CAR DP 20% - 99.99% ASS KOMBINASI (PERORANGAN & PERUSAHAAN) 502 NEW CAR FAST TRACK APPROVAL BRAND A KATEGORI I 497 NEW CAR DP 20% - 24.99% PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN) 466 NEW CAR FAST TRACK APPROVAL BRAND A KATEGORI I & II 460 NEW CAR DP 30% - 99.99% KPM MIF (PERORANGAN & PERUSAHAAN) 448 NEW CAR DP 20% - 99.99% ASS ALLRISK (PERORANGAN & PERUSAHAAN) 446 NEW CAR CUSTOMER NON RO 441 NEW CAR DP 25% - 99.99% IIMS 2019 (PERORANGAN) 432 PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI (PERORANGAN & PERUSAHAAN) 418 NEW CAR DP 25% - 29.99% PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN) 410 PAKET NEW CAR FIX & FIX TENOR 5 - 7 THN ADDM (PERUSAHAAN & PERORANGAN) 408 NEW CAR PROGRAM IIMS - GIIAS 2015 (PERUSAHAAN & PERORANGAN) 401 PENYIMPANGAN RADIUS 100-200 KM NEW CAR (PERORANGAN) 386 NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% (PERORANGAN & PERUSAHAAN) 382 NEW CAR DP 20% - 24.99% IIMS 2017 (PERORANGAN & PERUSAHAAN) 378 NEW CAR DP 25% - 29.99% GIIAS 2016 (PERORANGAN & PERUSAHAAN) 377 NEW CAR DP 25% - 29.99% IIMS 2017 (PERORANGAN & PERUSAHAAN) 375 NEW PASSANGER CAR BRAND A KPM BII (PERORANGAN & PERUSAHAAN) 370 NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A KPM BII (PERORANGAN & PERUSAHAAN) 346 REFINANCING USED CAR EX BII FINANCE & NON BII FINANCE BRAND A (PERORANGAN & PERUSAHAAN) 337 NEW CAR DP 25% - 99.99% GIIAS 2019 (PERORANGAN) 331 NEW CAR SYARIAH DP 25% - 99.99% (PERORANGAN) 317 PAKET DP RGN NEW CAR SUBSIDI TDP KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE (PERUSAHAAN & PERORANGAN) 306 NEW CAR (PERORANGAN) 304 NEW CAR SYARIAH DP 20% - 99.99% (PERORANGAN & PERUSAHAAN) 300 NEW CAR PAKET DP 30% ADDB ONLOAN PROGRAM KHUSUS AKHIR TAHUN 2016 (PERUSAHAAN & PERORANGAN) 294 NEW PASSANGER CAR BRAND B (PERORANGAN & PERUSAHAAN) 281 PROGRAM BUNGA KHUSUS TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN) 280 NEW CAR FAST TRACK APPROVAL BRAND A KATEGORI III 273 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2010 BRAND A (PERORANGAN & PERUSAHAAN) 272 PAKET NEW CAR DP RINGAN BRAND A (PERORANGAN & PERUSAHAAN) 272 PAKET NEW CAR PICKUP DP 30% ADDB & ADDM TENOR 3 - 5 TAHUN (PERORANGAN & PERUSAHAAN) 270 MULTIGUNA FASILITAS DANA BRAND A (PERORANGAN) 262 PROGRAM NEW CAR KKB GIIAS 2018 (PERORANGAN) 262 NEW CAR DP 30% - 99.99% GIIAS 2018 (PERORANGAN) 258 PAKET NEW CAR FIX & FIX TENOR 5 - 6 THN ADDB KPM BII (PERUSAHAAN & PERORANGAN) 255 PROGRAM BUNGA KHUSUS TENOR 3 TAHUN IIMS 2017 (PERORANGAN & PERUSAHAAN) 247 NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A KPM BII (PERORANGAN) 228 NEW CAR SYARIAH (PERORANGAN & PERUSAHAAN) 225 NEW CAR KKB SYARIAH (PERORANGAN) 215 NEW PASSANGER CAR BRAND A KPM BII (PERORANGAN) 209 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2008 BRAND A (PERORANGAN & PERUSAHAAN) 196 NEW CAR DP 30% - 99.99% IIMS 2016 (PERORANGAN & PERUSAHAAN) 194 NEW CAR PAKET DP 30% ADDB MASUK BUNGA ASURANSI KHUSUS (PERUSAHAAN & PERORANGAN) 193 NEW CAR DP 20% - 24.99% GIIAS 2016 (PERORANGAN & PERUSAHAAN) 191 PROGRAM BUNGA KHUSUS TENOR 3 TAHUN PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN) 188 NEW CAR NISSAN SUBSIDI TDP NMDI (PERORANGAN & PERUSAHAAN) 180 NEW CAR PRJ (PERORANGAN & PERUSAHAAN) 177 NEW CAR KKB CUSTOMER NON RO 172 NEW CAR SYARIAH DP 30% - 99.99% (PERORANGAN & PERUSAHAAN) 172 NEW PICKUP, TRUCK & DC TENOR 1-2 TAHUN (PERORANGAN & PERUSAHAAN) 172 PENYIMPANGAN RADIUS 100-200 KM NEW CAR (PERORANGAN & PERUSAHAAN) 170 NEW CAR IIMS (PERORANGAN & PERUSAHAAN) 168 PROGRAM NEW CAR KKB GIIAS 2019 (PERORANGAN) 167 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2011 BRAND A (PERORANGAN & PERUSAHAAN) 164 PROGRAM NISSAN X-TRAIL FREE INSURANCE & MAINTENANCE (PERORANGAN & PERUSAHAAN) 158 PENYIMPANGAN DP NEW CAR APPROVAL RM (PERORANGAN & PERUSAHAAN) 150 NEW CAR PAKET DP 30% ADDB ONLOAN (PERORANGAN) 145 NEW CAR KKB SUBSIDI TDP MITSUBISHI KTB (PERORANGAN & PERUSAHAAN) 144 PAKET NEW CAR DP 25% ADDM ON INTEREST (PERORANGAN & PERUSAHAAN) 138 NEW CAR PAKET DP 30% ADDB ON INTEREST GIIAS 2016 (PERUSAHAAN & PERORANGAN) 128 PAKET NEW CAR DP 25% ADDB SUBSIDI KTB MITSUBISHI PAJERO, OUTLANDER DAN MIRAGE 127 NEW CAR DP 25% - 29.99% IIMS 2016 (PERORANGAN & PERUSAHAAN) 122 PROGRAM USED CAR KKB 119 PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI (PERUSAHAAN & PERORANGAN) 119 PROGRAM NEW CAR KKB EXPO (PERORANGAN & PERUSAHAAN) 119 NEW CAR PAKET DP 25% ADDB ONLOAN (PERUSAHAAN & PERORANGAN) 118 PROGRAM NEW CAR KKB IIMS 2017 116 NEW CAR MITSUBISHI SUBSIDI KTB PROGRAM IIMS - GIIAS 2015 (PERUSAHAAN & PERORANGAN) 116 NEW PICKUP TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN) 114 NEW CAR DP 20% - 24.99% GIIAS 2018 (PERORANGAN) 114 PROGRAM NEW CAR KKB KHUSUS EXPOVERSARY (PERORANGAN) 110 PAKET NEW CAR FIX & FIX TENOR 5 - 6 THN ADDB IIMS 2013 (PERUSAHAAN & PERORANGAN) 110 NEW TRUCK (PERORANGAN & PERUSAHAAN) 109 PAKET BUNGA 0% TENOR 6 BULAN KPM BII (PERORANGAN) 109 PAKET NEW CAR SUBSIDI BUNGA KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE (PERUSAHAAN & PERORANGAN) 104 NEW PASSANGER CAR BRAND B (PERUSAHAAN & PERORANGAN) 103 PROGRAM NEW CAR DP 30% ADDB ONLOAN IIMS - GIIAS 2015 (PERUSAHAAN & PERORANGAN) 101 PROGRAM BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN (PERORANGAN & PERUSAHAAN) 101 NEW CAR ASURANSI KHUSUS KPM BII 99 PENYIMPANGAN RADIUS 100-200 KM NEW CAR BRAND A (PERORANGAN & PERUSAHAAN) 91 PROGRAM NEW CAR DP 25% ADDB ONLOAN IIMS - GIIAS 2015 (PERUSAHAAN & PERORANGAN) 90 NEW CAR KHUSUS PLAZA TOYOTA & AUTO 2000 (PERORANGAN & PERUSAHAAN) 89 NEW CAR DP 25% - 29.99% KPM MIF (PERORANGAN & PERUSAHAAN) 89 MULTIGUNA JASA BRAND A (PERORANGAN) 88 NEW CAR PAKET DP 30% ADDB MASUK BUNGA PRJ (PERUSAHAAN & PERORANGAN) 88 NEW CAR KKB FAST TRACK APPROVAL 2018 (PERORANGAN) 85 NEW PASSENGER CAR FAST TRACK APPROVAL BRAND A IIMS 2012 (PERORANGAN) 84 NEW CAR CUSTOMER RO 83 NEW DOUBLE CABIN (PERORANGAN & PERUSAHAAN) 83 NEW CAR PAKET DP 30% ADDB ON INTEREST KPM BII (PERUSAHAAN & PERORANGAN) 82 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2009 BRAND A (PERORANGAN & PERUSAHAAN) 77 USED CAR TAHUN 2004-2008 BRAND A (PERORANGAN & PERUSAHAAN) 76 PAKET NEW CAR MITSUBISHI PAJERO SPORT BUNGA 0% (PERORANGAN & PERUSAHAAN) 75 PROGRAM BUNGA KHUSUS TENOR 3 TAHUN KKB (PERORANGAN & PERUSAHAAN) 74 USED CAR KHUSUS OTR LEBIH DARI 300 JUTA 74 NEW CAR DP 30% ADDB ON INTEREST SUBSIDI TDP KTB MITSUBISHI (PERUSAHAAN & PERORANGAN) 72 NEW CAR FAIR KPM BII (PERORANGAN & PERUSAHAAN) 70 PROGRAM NEW CAR MARGIN KHUSUS SYARIAH ADDM (PERORANGAN & PERUSAHAAN) 70 NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% GIIAS 2018 (PERORANGAN) 70 NEW CAR PAKET DP 20% ADDB ONLOAN SIGRA & CAYLA (PERUSAHAAN & PERORANGAN) 69 REFINANCING USED CAR EX BII FINANCE & NON BII FINANCE BRAND A KPM BII (PERORANGAN & PERUSAHAAN) 69 PENYIMPANGAN RADIUS 100-200 KM NEW CAR SYARIAH (PERORANGAN) 69 NEW CAR DP 25% - 99.99% (PERUSAHAAN) 68 PENYIMPANGAN RADIUS 100-200 KM NEW CAR PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN) 66 NEW CAR KKB NISSAN SUBSIDI TDP NMDI (PERORANGAN & PERUSAHAAN) 66 PAKET NEW CAR DP 25% ADDB HONDA MOBILIO (PERORANGAN & PERUSAHAAN) 65 USED CAR BMW PREMIUM SELECTION (PERORANGAN & PERUSAHAAN) 65 PAKET BUNGA 0% TENOR 1 TAHUN GIIAS 2018 (PERORANGAN) 63 NEW CAR INSENTIF KHUSUS NISSAN & DATSUN (PERUSAHAAN & PERORANGAN 61 PAKET NEW CAR DP 25% ADDB KPM BII (PERORANGAN & PERUSAHAAN) 60 NEW CAR ADDB INSENTIF KHUSUS NISSAN & DATSUN (PERUSAHAAN & PERORANGAN) 58 PROGRAM BUNGA KHUSUS TENOR 3 TAHUN KKB IIMS 2017 (PERORANGAN & PERUSAHAAN) 57 PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE KPM BII (PERORANGAN & PERUSAHAAN) 56 PROGRAM NEW CAR KKB IIMS 2019(PERORANGAN) 56 PROGRAM NEW CAR KKB KHUSUS MARET-APRIL 2017 (PERUSAHAAN & PERORANGAN) 55 PAKET BUNGA 0% TENOR 6 BULAN BRAND A KPM BII (PERORANGAN & PERUSAHAAN) 55 NEW CAR PAKET DP 30% ADDB MASUK BUNGA IIMS 2013 (PERUSAHAAN & PERORANGAN) 55 NEW CAR DP 30% - 99.99% KPM MIF PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN) 54 USED CAR BMW PREMIUM SELECTION (PERORANGAN) 54 PAKET NEW CAR SUBSIDI BUNGA KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE ASURANSI KHUSUS (PERORG & PERUSH) 54 NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A IIMS 2013 (PERORANGAN & PERUSAHAAN) 54 NEW PICKUP, TRUCK & DC TENOR 1-2 TAHUN (PERORANGAN) 53 NEW CAR PRJ 2015 (PERORANGAN & PERUSAHAAN) 53 PROGRAM NEW CAR KKB ASURANSI KHUSUS 52 PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI ASS ALLRISK (PERORANGAN & PERUSAHAAN) 52 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2008 BRAND A FAST TRACK APPROVAL (PERUSAHAAN & PERORANGAN) 52 PENYIMPANGAN RADIUS 100-200 KM NEW CAR PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN) 52 NEW CAR DP 30% - 99.99% PRJ 2016 (PERORANGAN & PERUSAHAAN) 52 PAKET BUNGA 0% TENOR 6 BULAN BRAND A IIMS 2013 (PERORANGAN & PERUSAHAAN) 51 NEW CAR BRAND A PROGRAM KREDIT MOBIL 1 JAM APPROVED (PERORANGAN & PERUSAHAAN) 51 PAKET NEW CAR MITSUBISHI PAJERO SPORT BUNGA 0 % (PERORANGAN & PERUSAHAAN) 51 NEW CAR DP 20% - 24.99% KPM MIF (PERORANGAN & PERUSAHAAN) 50 PENYIMPANGAN DP & GY USED CAR BRAND B (PERORANGAN & PERUSAHAAN) 50 PENYIMPANGAN DP & GY USED CAR BRAND A (PERORANGAN & PERUSAHAAN) 50 NEW CAR SYARIAH KKB MANDIRI (PERORANGAN & PERUSAHAAN) 50 NEW CAR PAKET DP 30% ADDB MASUK BUNGA IIMS (PERUSAHAAN & PERORANGAN) 50 NEW DOUBLE CABIN TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN) 47 NEW PASSANGER CAR BRAND B KPM BII (PERUSAHAAN & PERORANGAN) 47 NEW CAR DP 30% ADDB ON INTEREST SUBSIDI KTB TDP MITSUBISHI (PERUSAHAAN & PERORANGAN) 46 NEW CAR DP 15% ASURANSI CASH XPANDER, NEW RUSH, NEW TERIOS, ALL NEW BRIO (PERORANGAN) 46 NEW CAR ERTIGA SIS (PERUSAHAAN & PERORANGAN) 46 PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI ASS KOMBINASI (PERORANGAN & PERUSAHAAN) 46 NEW CAR KKB CUSTOMER RO 45 PAKET BUNGA 0% TENOR 6 BULAN BRAND B (PERORANGAN & PERUSAHAAN) 45 PROGRAM NEW CAR KKB KPM MIF 45 USED CAR KKB (PERORANGAN) 45 PROGRAM BUNGA KHUSUS TENOR 3 TAHUN KKB PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN) 44 NEW PICKUP KPM BII (PERORANGAN & PERUSAHAAN) 44 NEW CAR FAIR KPM MIF (PERORANGAN & PERUSAHAAN) 44 PROGRAM BUNGA FIX & FIX TENOR 5 TAHUN IIMS 2017 (PERORANGAN & PERUSAHAAN) 43 NEW CAR PAKET DP 25% ADDB ONLOAN (PERORANGAN) 43 NEW CAR FAST TRACK APPROVAL BUNGA KHUSUS TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN) 42 NEW CAR DP 20% - 24.99% IIMS 2016 (PERORANGAN & PERUSAHAAN) 42 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2007 BRAND A FAST TRACK APPROVAL (PERORANGAN) 42 NEW CAR SYARIAH CUSTOMER NON RO 42 PAKET DP 25% ADDB PRJ 2015 (PERORANGAN & PERUSAHAAN) 41 NEW CAR PAKET DP 30% ADDB ONLOAN IIMS 2017 (PERUSAHAAN & PERORANGAN) 41 PROGRAM NEW CAR KKB KPM BII 39 PAKET BUNGA 0% TENOR 6 BULAN KPM MIF (PERORANGAN) 39 NEW CAR DP 30% - 99.99% (PERUSAHAAN) 38 PROGRAM NEW CAR KKB REFERAL MBI KPM REGULER MIF (PERORANGAN) 38 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2010 BRAND B (PERORANGAN & PERUSAHAAN) 38 NEW CAR DP 20% - 24.99% IIMS 2019 (PERORANGAN) 37 NEW CAR KREDIT PASTI MUDAH CASHBACK 1 JT 36 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2011 BRAND B (PERORANGAN & PERUSAHAAN) 34 NEW CAR SYARIAH KPM BII (PERORANGAN & PERUSAHAAN) 34 NEW CAR FAST TRACK APPROVAL BUNGA 0% TENOR 1 TAHUN (PERORANGAN) 34 NEW CAR PAKET DP 30% ADDB ON INTEREST KPM MIF (PERUSAHAAN & PERORANGAN) 34 NEW CAR PAKET DP 30% ADDB ONLOAN GIIAS 2018 (PERORANGAN) 34 PROGRAM NEW CAR KKB GIIAS 2016 33 PENYIMPANGAN DP & GY NEW CAR (PERORANGAN & PERUSAHAAN) 33 PAKET NEW CAR DP 30% ADDM ONLOAN (PERORANGAN & PERUSAHAAN) 33 NEW CAR SYARIAH DP 20% - 99.99% ASS ALLRISK (PERORANGAN & PERUSAHAAN) 32 NEW CAR PAKET DP 30% ADDB ONLOAN PROGRAM KHUSUS MARET-APRIL 2017 (PERUSAHAAN & PERORANGAN) 32 PROGRAM NEW CAR KKB (PERUSAHAAN) 32 PENYIMPANGAN RADIUS 100-200 KM NEW CAR SYARIAH CUSTOMER NON RO 32 PROGRAM NEW CAR MITSUBISHI TENOR 6 BULAN BUNGA 0% SUBSIDI TDP KTB 31 \tNEW CAR DP 25% - 29.99% KPM MIF (PERORANGAN & PERUSAHAAN) 31 NEW CAR KREDIT PASTI MUDAH KKB CASHBACK 1 JT 31 NEW CAR KPM BII (PERORANGAN) 31 PROGRAM INSENTIF NEW CAR KHUSUS HONDA 31 PAKET NEW CAR CUSTOMER NON RO SUBSIDI TDP KTB MITSUBISHI 31 PAKET HONDA TDP 19 JUTA (PERORANGAN & PERUSAHAAN) 30 PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE IIMS (PERUSAHAAN & PERORANGAN) 30 PENYIMPANGAN RADIUS 100 - 200 KM NEW CAR BRAND A (PERORANGAN & PERUSAHAAN) 30 NEW CAR NISSAN FAST TRACK APPROVAL BRAND A KATEGORI II 30 USED CAR KKB (PERORANGAN & PERUSAHAAN) 30 PENYIMPANGAN RADIUS 100-200 KM NEW CAR SYARIAH (PERORANGAN & PERUSAHAAN) 29 PAKET BUNGA 0% TENOR 6 BULAN GIIAS 2016 (PERORANGAN) 29 NEW PASSANGER CAR BRAND A KPM BII IIMS 2013 (PERUSAHAAN & PERORANGAN) 29 PAKET BUNGA 0% TENOR 1 TAHUN SUBSIDI TDP KTB MITSUBISHI 28 PKT DP RGN NEW CAR SUBSIDI TDP KTB MITSBISHI PJRO,OUTLANDER,MIRAGE KPM BII (PERUSAHAAN & PERORANGAN) 28 NEW CAR ERTIGA SIS PROGRAM KHUSUS AKHIR TAHUN 2016 (PERUSAHAAN & PERORANGAN) 28 NEW CAR DP 30% - 99.99% GIIAS SBY 2016 (PERORANGAN & PERUSAHAAN 28 USED CAR TAHUNA 28 USED CAR TAHUN 2003 - 2007 BRAND A (PERORANGAN & PERUSAHAAN) 28 PAKET NEW CAR DP 20% SUBSIDI TDP KTB MITSUBISHI (PERORANGAN & PERUSAHAAN) 28 PENYIMPANGAN DP NEW CAR APPROVAL RM 28 PENYIMPANGAN DP & GY USED CAR BRAND A (PERORANGAN) 28 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2006 BRAND A FAST TRACK APPROVAL 28 NEW CAR PAKET DP 30% ADDB ON INTEREST IIMS 2016 (PERUSAHAAN & PERORANGAN) 28 PROGRAM NEW CAR MARGIN KHUSUS SYARIAH ADDB (PERORANGAN & PERUSAHAAN) 27 PAKET NEW CAR MITSUBISHI OUTLANDER BUNGA 0% (PERUSAHAAN & PERORANGAN) 27 PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH CASHBACK 1 JT 27 NEW CAR NISSAN SUBSIDI TDP NMDI ASS KOMBINASI (PERORANGAN & PERUSAHAAN) 27 USED CAR TAHUN 2003-2007 BRAND A (PERORANGAN & PERUSAHAAN) 27 PAKET NEW CAR FIX & FIX TENOR 5 - 7 THN ADDM KPM BII (PERUSAHAAN & PERORANGAN) 27 NEW CAR DP 25% - 29.99% (PERUSAHAAN) 26 PAKET 30% ADDB PRJ 2015 (PERORANGAN & PERUSAHAAN) 26 NEW DOUBLE CABIN (PERORANGAN) 25 PAKET BUNGA 0% TENOR 1 TAHUN GIIAS 2019 (PERORANGAN) 25 NEW CAR SYARIAH DP 30% - 99.99% GIIAS 2016 (PERORANGAN & PERUSAHAAN) 25 NEW CAR DP 30% - 99.99% KPM MIF GIIAS 2016 (PERORANGAN & PERUSAHAAN) 25 NEW PASSENGER CAR DP MIN. 30% PO MANUAL BRAND A & BRAND B IIMS 2013 25 NEW CAR NISSAN-DATSUN SUBSIDI NMDI 24 PENYIMPANGAN RADIUS 100-200 KM NEW CAR ASS KOMBINASI (PERORANGAN & PERUSAHAAN) 24 PAKET NEW CAR KKB SUBSIDI TDP KTB MITSUBISHI (PERORANGAN & PERUSAHAAN) 24 \tUSED CAR LEBIH ATAU SAMA DENGAN TAHUN 2012 BRAND A (PERORANGAN & PERUSAHAAN) 24 PENYIMPANGAN DP & GY NEW CAR PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN) 24 PENYIMPANGAN DP & GY NEW CAR APPROVAL MD (PERORANGAN) 24 PENYIMPANGAN RADIUS 100-200 KM NEW CAR SYARIAH ASS KOMBINASI (PERORANGAN & PERUSAHAAN) 23 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2007 BRAND A FAST TRACK APPROVAL 23 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2008 BRAND B (PERORANGAN & PERUSAHAAN) 23 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2010 BRAND A KPM BII (PERORANGAN & PERUSAHAAN) 23 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2008 BRAND A FAST TRACK APPROVAL (PERORANGAN & PERUSAHAAN) 23 NEW TRUCK KPM BII (PERORANGAN & PERUSAHAAN) 23 NEW CAR CUSTOMER NON RO NISSAN SUBSIDI TDP NMDI 22 NEW CAR DP 25% - 29.99% PRJ 2016 (PERORANGAN & PERUSAHAAN) 22 PAKET NEW CAR PICKUP SUZUKI DP 25 ADDB & ADDM TENOR 1-2 TAHUN (PERORANGAN & PERUSAHAAN) 22 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2009 BRAND A FAST TRACK APPROVAL (PERUSAHAAN & PERORANGAN) 22 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2012 BRAND B (PERORANGAN & PERUSAHAAN) 22 NEW CAR KKB MANDIRI MITSUBISHI SUBSIDI TDP KTB (PERORANGAN & PERUSAHAAN) 22 PAKET HONDA TDP 19 JUTA PRJ 2015 (PERORANGAN & PERUSAHAAN) 22 PENYIMPANGAN DP & GY NEW CAR APPROVAL MD (PERORANGAN & PERUSAHAAN) 22 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2015 BRAND A (PERORANGAN) 22 NEW CAR DP 20% - 24.99% GIIAS 2019 (PERORANGAN) 22 NEW CAR DP 20% - 24.99% (PERUSAHAAN) 21 NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% IIMS 2017 (PERORANGAN & PERUSAHAAN) 21 PROGRAM NEW CAR KKB REFERAL MBI KPM REGULAR MIF (PERORANGAN & PERUSAHAAN) 21 PAKET NEW CAR DP RINGAN BRAND A KPM BII (PERORANGAN & PERUSAHAAN) 21 NEW CAR DP 15% ASURANSI CASH UNTUK XPANDER, NEW RUSH DAN NEW TERIOS (PERORANGAN) 21 PAKET NEW CAR SUBSIDI KTB MITSUBISHI PROGRAM KHUSUS AKHIR TAHUN 2016 (PERUSAHAAN & PERORANGAN) 21 PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI SYARIAH (PERUSAHAAN & PERORANGAN) 20 PAKET BUNGA 0% TENOR 6 BULAN IIMS 2017 (PERORANGAN) 20 NEW CAR DP 20% NISSAN SUBSIDI TDP NMDI (PERORANGAN & PERUSAHAAN) 20 PENYIMPANGAN RADIUS 100-200 KM NEW CAR CUSTOMER NON RO 20 NEW PASSANGER CAR BRAND B IIMS 2013 (PERUSAHAAN & PERORANGAN) 20 REFINANCING USED CAR EX BII FINANCE & NON BII FINANCE BRAND A (PERORANGAN) 19 NEW CAR SYARIAH DP 25% - 29.99% GIIAS 2018 (PERORANGAN) 19 PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE ASURANSI KHUSUS (PERUSH & PEROG) 19 NEW PICKUP CUSTOMER NON RO 19 NEW CAR NISSAN SUBSIDI TDP NMDI ASS ALLRISK (PERORANGAN & PERUSAHAAN) 19 PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH KKB CASHBACK 1JT 19 NEW CAR DP 30% - 99.99% PROGRAM KHUSUS MARET-APRIL 2017 KPM MIF (PERORANGAN & PERUSAHAAN) 19 NEW CAR DP 25% - 29.99% GIIAS SBY 2016 (PERORANGAN & PERUSAHAAN) 19 NEW CAR CUSTOMER NON RO KKB MITSUBISHI SUBSIDI TDP KTB 19 PROGRAM NEW CAR KKB KPM MIF (PERORANGAN) 19 NEW CAR SYARIAH DP 20% - 99.99% ASS KOMBINASI(PERORANGAN & PERUSAHAAN) 19 NEW COMMERCIAL CAR (PERORANGAN & PERUSAHAAN) 19 NEW CAR SYARIAH DP 25% - 29.99% (PERORANGAN & PERUSAHAAN) 18 PROGRAM NEW CAR COP KARYAWAN KIA 18 NEW CAR SYARIAH DP 30% - 99.99% KPM MIF (PERORANGAN & PERUSAHAAN) 18 NEW CAR ASURANSI KHUSUS PRJ 18 PAKET NEW CAR MITSUBISHI OUTLANDER BUNGA 0% (PERORANGAN & PERUSAHAAN) 18 PROGRAM NEW CAR COP PT PUNINAR FLEET KPM BII 18 NEW PASSENGER CAR BALLOON PAYMENT 18 NEW TRUCK TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN) 18 NEW FORD CAR (PERORANGAN & PERUSAHAAN) 18 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2013 BRAND A (PERORANGAN) 18 NEW CAR DP 20% - 99.99% REFERAL MBI KPM REGULAR MIF (PERORANGAN & PERUSAHAAN) 18 NEW CAR PAKET DP 30% ADDB ON INTEREST PRJ 2016 (PERUSAHAAN & PERORANGAN) 18 NEW CAR MITSUBISHI XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB (PERORANGAN & PERUSAHAAN) 18 NEW CAR DP 25% - 29.99% KPM MIF GIIAS 2016 (PERORANGAN & PERUSAHAAN) 18 \tUSED CAR KKB (PERORANGAN & PERUSAHAAN) 17 NEW CAR KHUSUS PLAZA TOYOTA & AUTO 2000 ADDB ONLOAN (PERORANGAN & PERUSAHAAN) 17 PAKET WULING CONFERO DAN CORTEZ DP 25 - 99.99% ADDM ASURANSI CASH (PERORANGAN) 17 NEW CAR SUBSIDI TDP KTB MITSUBISHI SYARIAH (PERORANGAN & PERUSAHAAN) 17 PENYIMPANGAN RADIUS 100-200 KM NEW CAR ASS ALLRISK (PERORANGAN & PERUSAHAAN) 17 PROGRAM NISSAN X-TRAIL BUNGA MULAI 2.00% (PERORANGAN & PERUSAHAAN) 17 NEW CAR PROGRAM IIMS - GIIAS 2015 KHUSUS SYARIAH (PERUSAHAAN & PERORANGAN) 17 NEW CAR BUNGA 0% SUBSIDI MG 17 PENYIMPANGAN RADIUS 100-200 KM NEW CAR GIIAS 2018 (PERORANGAN) 17 USED CAR TAHUN 2002 - 2006 BRAND A FAST TRACK APPROVAL (PERORANGAN) 17 NEW CAR FAST TRACK APPROVAL BRAND A KATEGORI IV & V 16 NEW MOTORCYCLE (PERORANGAN) 16 PAKET BUNGA 0% TENOR 6 BULAN IIMS (PERORANGAN) 16 NEW CAR ERTIGA SIS GIIAS 2016 (PERUSAHAAN & PERORANGAN) 16 PENYIMPANGAN RADIUS 100-200 KM NEW CAR IIMS 2017 (PERORANGAN & PERUSAHAAN) 16 PROGRAM NEW CAR MARGIN KHUSUS SYARIAH ADDM KPM BII (PERORANGAN & PERUSAHAAN) 16 NEW CAR CLUSTER A KPM MIF (PERORANGAN) 16 NEW CAR DP 20% - 24.99% PROGRAM KHUSUS MARET-APRIL 2017 KPM MIF (PERORANGAN & PERUSAHAAN) 16 NEW CAR PENANGGUHAN ANGSURAN 1 BULAN (PERORANGAN & PERUSAHAAN) 16 NEW CAR POMA 08-12 APRIL 2015 (PERORANGAN & PERUSAHAAN) 16 PROGRAM NEW CAR COP PT PUNINAR FLEET KPM MIF 15 PAKET NEW CAR FIX & FIX DP 30% ADDB MASUK BUNGA (PERUSAHAAN & PERORANGAN) 15 NEW CAR NISSAN BUNGA 0% 1 TAHUN SUBSIDI TDP NMDI (PERORANGAN & PERUSAHAAN) 15 NEW CAR PROGRAM COP HPM ASURANSI CASH 15 PAKET SUZUKI PICKUP KERJASAMA SIS DP 20-25% ONLOAN TENOR 3 - 4 TAHUN (PERORANGAN & PERUSAHAAN) 15 PROGRAM USED CAR KKB KPM BII 15 USED CAR TAHUN 2001 - 2005 BRAND A FAST TRACK APPROVAL 15 NEW CAR PROGRAM IIMS - GIIAS 2015 KPM BII (PERUSAHAAN & PERORANGAN) 15 NEW CAR DP 30% - 99.99% KPM FAIR MIF PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN) 14 NEW CAR DP 30% - 99.99% IIMS 2017 KPM MIF (PERORANGAN & PERUSAHAAN) 14 PROGRAM MITSUBISHI SUBSIDI KTB DP 30% ADDB ONLOAN IIMS - GIIAS 2015 (PERUSAHAAN & PERORANGAN) 14 PAKET BUNGA 0% TENOR 1 TAHUN IIMS 2019 (PERORANGAN) 14 PENYIMPANGAN DP & GY NEW PASSANGER CAR BRAND B,PICKUP,TRUCK & DC (PERORANGAN & PERUSAHAAN) 14 PAKET NEW CAR SUBSIDI KTB MITSUBISHI GIIAS 2016 (PERUSAHAAN & PERORANGAN) 14 PAKET NEW CAR PICKUP SUZUKI DP 20% ONLOAN ADDB & ADDM KPM BII (PERORANGAN & PERUSAHAAN) 14 PAKET NEW CAR SUBSIDI BUNGA KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE KPM BII (PERORANGAN & PERUSAHAAN) 14 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2011 BRAND A KPM BII (PERORANGAN & PERUSAHAAN) 13 PROGRAM NEW CAR KKB KHUSUS EXPOVERSARY IIMS 2019(PERORANGAN) 13 NEW CAR DP 30% ADDB ON INTEREST SUBSIDI TDP MITSUBISHI (PERUSAHAAN & PERORANGAN) 13 NEW CAR DP 25% - 29.99% KPM MIF PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN) 13 PAKET DP 30% ADDB MITSUBISHI SUBSIDI KTB PRJ 2015 (PERORANGAN & PERUSAHAAN) 13 PROGRAM NEW CAR KKB REFERAL MBI KPM PREMIER MIF (PERORANGAN) 13 PROGRAM BUNGA KHUSUS MARET-APRIL 2017 FIX & FIX TENOR 5 TAHUN (PERORANGAN & PERUSAHAAN) 13 PAKET DP RGN NEW CAR SUBSIDI BUNGA KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE (PERUSAHAAN & PERORANGAN) 13 PAKET SUZUKI ERTIGA KERJASAMA SIS DP 20-30% ONLOAN (PERORANGAN & PERUSAHAAN) 13 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2008 BRAND A KPM BII (PERORANGAN & PERUSAHAAN) 13 NEW CAR DP 25% - 99.99% REFERAL MBI KPM REGULER MIF (PERORANGAN) 13 NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% KPM MIF (PERORANGAN & PERUSAHAAN) 13 NEW CAR INSENTIF KHUSUS NISSAN (PERUSAHAAN & PERORANGAN) 12 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2009 BRAND A (PERORANGAN) 12 NEW CAR SYARIAH DP 25% - 99.99% IIMS 2019 (PERORANGAN) 12 NEW CAR KKB SUBSIDI TDP KTB MITSUBISHI SYARIAH (PERORANGAN & PERUSAHAAN) 12 USED CAR ASURANSI KHUSUS 12 NEW CAR POMA 08-12 APRIL 2015 DP 25% ADDB (PERUSAHAAN & PERORANGAN) 12 NEW CAR DP 25% - 29.99% GIIAS 2018 (PERUSAHAAN) 12 PAKET MITSUBISHI PAJERO SPORT BUNGA MULAI 0% KPM BII (PERORANGAN & PERUSAHAAN) 12 PAKET DP 25% ADDB MITSUBISHI SUBSIDI KTB PRJ 2015 (PERORANGAN & PERUSAHAAN) 12 PAKET NEW CAR FIX & FIX TENOR 5 - 7 THN ADDM IIMS 2013 (PERUSAHAAN & PERORANGAN) 11 NEW CAR DP 30% - 99.99% PRI 2016 (PERORANGAN & PERUSAHAAN) 11 NEW CAR KPM BII CLUSTER A (PERORANGAN & PERUSAHAAN) 11 NEW CAR SYARIAH KKB CUSTOMER NON RO 11 PENYIMPANGAN RADIUS 100-200 KM USED CAR BRAND A (PERORANGAN & PERUSAHAAN) 11 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2013 BRAND B (PERORANGAN) 11 NEW CAR PAKET DP 20% ADDB ONLOAN SIGRA, CAYLA & DATSUN CROSS(PERORANGAN) 11 NEW CAR DP 20% - 24.99% PRJ 2016 (PERORANGAN & PERUSAHAAN) 11 PROGRAM BUNGA KHUSUS TENOR 3 TAHUN (PERUSAHAAN) 11 NEW CAR KKB SYARIAH (PERORANGAN & PERUSAHAAN) 11 NEW CAR DP 25% - 99.99% KPM MIF (PERORANGAN) 11 NEW PICKUP SUZUKI TENOR 4 TAHUN (PERORANGAN & PERUSAHAAN) 11 USED CAR LEBIH ATAU SAMA TAHUN 2008 BRAND A FAST TRACK APPROVAL KPM BII (PERORANGAN & PERUSAHAAN) 11 NEW CAR PAKET DP 30% ADDB MASUK BUNGA ASURANSI KHUSUS KPM BII (PERUSAHAAN & PERORANGAN) 11 NEW PICKUP FLEET TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN) 11 USED CAR TAHUN 2004-2008 BRAND A FAST TRACK APPROVAL (PERUSAHAAN & PERORANGAN) 11 NEW CAR KKB FAST TRACK APPROVAL 2017 (PERORANGAN & PERUSAHAAN) 11 PENYIMPANGAN RADIUS 100-200 KM NEW CAR KKB (PERORANGAN) 10 USED CAR TAHUN 2003-2007 BRAND A FAST TRACK APPROVAL (PERUSAHAAN & PERORANGAN) 10 PROGRAM NEW CAR DP 25% ADDM ONLOAN IIMS - GIIAS 2015 (PERORANGAN & PERUSAHAAN) 10 NEW PICKUP SUZUKI BUNGA 0% 1 TAHUN 2020 (PERORANGAN) 10 PAKET NEW CAR MITSUBISHI PAJERO SPORT BUNGA 0% IIMS 2013 (PERORANGAN & PERUSAHAAN) 10 PROGRAM TRAX SUBSIDI GM 10 PENYIMPANGAN NEW CAR KKB KREDIT PASTI MUDAH CASHBACK 1 JT 10 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2009 BRAND B (PERORANGAN & PERUSAHAAN) 10 PAKET HONDA TDP 17 JUTA IIMS - GIIAS 2015 (PERORANGAN & PERUSAHAAN) 10 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2011 BRAND A KPM MIF (PERORANGAN & PERUSAHAAN) 10 PENYIMPANGAN DP & GY USED CAR BRAND B (PERORANGAN) 10 PENYIMPANGAN RADIUS 100-200 KM NEW CAR KKB (PERORANGAN & PERUSAHAAN) 10 NEW CAR KHUSUS FLEET (PERORANGAN & PERUSAHAAN) 10 PROGRAM BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN KKB (PERORANGAN & PERUSAHAAN) 10 PROGRAM BUNGA KHUSUS TENOR 3 TAHUN IIMS 2017 KPM MIF (PERORANGAN & PERUSAHAAN) 10 PENYIMPANGAN DP & GY NEW PASSANGER CAR BRAND B, PICKUP, TRUCK & DC (PERORANGAN & PERUSAHAAN) 9 PROGRAM NEW CAR KKB KHUSUS MARET-APRIL 2017 KPM MIF (PERUSAHAAN & PERORANGAN) 9 PROGRAM TRAX SUBSIDI GM IIMS 2017 9 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2009 BRAND A KPM BII (PERORANGAN & PERUSAHAAN) 9 USED CAR TAHUN 2002 - 2006 BRAND A FAST TRACK APPROVAL 9 NEW PASSANGER CAR BRAND A (PERUSAHAAN) 9 PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI GIIAS 2018 (PERORANGAN & PERUSAHAAN) 9 NEW SYARIAH (PERORANGAN & PERUSAHAAN) 9 NEW CAR MITSUBISHI SUBSIDI KTB PRJ 2015 (PERORANGAN & PERUSAHAAN) 9 PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH CASHBACK 1JT 9 NEW CAR DP 20% - 24.99% KPM MIF PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN) 9 NEW CAR KPM FAIR KPM BII DISCOUNT ADMIN 50% (PERORANGAN & PERUSAHAAN) 9 PAKET BUNGA 0% TENOR 6 BULAN GIIAS 2018 (PERORANGAN) 9 PROGRAM NEW CAR KHUSUS KPM FAIR 2017 9 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2012 BRAND A (PERORANGAN & PERUSAHAAN) 9 NEW CAR PAKET DP 30% ADDB MASUK BUNGA ASURANSI KHUSUS PRJ (PERUSAHAAN & PERORANGAN) 9 PAKET NEW CAR MITSUBISHI PAJERO SPORT BUNGA 0% ASURANSI KHUSUS (PERORANGAN & PERUSAHAAN) 9 PROGRAM BUNGA KHUSUS TENOR 3 TAHUN PROGRAM KHUSUS MARET-APRIL 2017 KPM MIF (PERORANGAN & PERUSAHAAN) 9 USED CAR SYARIAH (PERORANGAN) 8 PAKET NEW CAR DP 25% ADDB HONDA MOBILIO KPM BII (PERORANGAN & PERUSAHAAN) 8 PROGRAM NEW CAR KKB SYARIAH 8 NEW PICKUP KKB (PERORANGAN & PERUSAHAAN) 8 PAKET NEW CAR DP 30% ADDB ONLOAN SYARIAH (PERORANGAN & PERUSAHAAN) 8 PAKET NEW CAR GANJIL ATAU HAMIL (PERORANGAN & PERUSAHAAN) 8 PAKET NEW FORTUNER & NEW PAJERO DP 20% (PERORANGAN & PERUSAHAAN) 8 PROGRAM BUNGA KHUSUS TENOR 3 TAHUN KPM MIF (PERORANGAN & PERUSAHAAN) 8 NEW CAR KKB XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB (PERORANGAN & PERUSAHAAN) 8 NEW CAR PAKET DP 25% ADDB ONLOAN PROGRAM KHUSUS AKHIR TAHUN 2016 (PERUSAHAAN & PERORANGAN) 8 NEW COMMERCIAL CAR KPM BII (PERORANGAN & PERUSAHAAN) 8 NEW CAR NISSAN CASHBACK SUBSIDI NMDI (PERORANGAN & PERUSAHAAN) 8 PROGRAM NEW CAR KKB ASURANSI KHUSUS KPM BII 8 NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A (PERUSAHAAN) 8 NEW MOTORCYCLE (PERORANGAN & PERUSAHAAN) 8 PAKET NEW CAR PICKUP DP 30% ADDB & ADDM KPM BII (PERORANGAN & PERUSAHAAN) 8 PAKET NEW CAR MITSUBISHI OUTLANDER BUNGA 0% IIMS 2013 (PERORANGAN & PERUSAHAAN) 8 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2014 BRAND A (PERORANGAN) 8 PROGRAM NISSAN X-TRAIL FREE INSURANCE & MAINTENANCE KPM BII (PERORANGAN & PERUSAHAAN) 8 PROGRAM NEW CAR SYARIAH KPM BII FAIR (PERORANGAN & PERUSAHAAN) 8 NEW CAR KREDIT PASTI MUDAH BUNGA 0% 1 TAHUN 7 NEW CAR PAKET 30% ADDB ON INTEREST COP FLEET KPM BII (PERUSAHAAN & PERORANGAN) 7 NEW PICKUP SUZUKI BUNGA 0% 1 TAHUN 2021 (PERORANGAN) 7 NEW CAR 0% 1 TAHUN WULING ARISTA 7 PROGRAM MITSUBISHI SUBSIDI KTB DP 25% ADDB ONLOAN IIMS - GIIAS 2015 (PERUSAHAAN & PERORANGAN) 7 PAKET NEW FIX & FIX TENOR 72 BULAN ADDB MASUK BUNGA (PERUSAHAAN & PERORANGAN) 7 PENYIMPANGAN DP & GY USED PASSANGER CAR BRAND B (PERORANGAN & PERUSAHAAN) 7 NEW CAR FAST TRACK APPROVAL BUNGA KHUSUS TENOR 3 TAHUN IIMS 2017 (PERORANGAN & PERUSAHAAN) 7 PAKET NEW CAR SUBSIDI KTB MITSUBISHI IIMS 2017 (PERUSAHAAN & PERORANGAN) 7 NEW CAR INSENTIF KHUSUS NISSAN & DATSUN KPM BII (PERUSAHAAN & PERORANGAN) 7 NEW CAR KKB FAST TRACK APPROVAL GIIAS 2018 (PERORANGAN) 7 USED CAR TAHUN 2003 - 2007 BRAND A FAST TRACK APPROVAL (PERORANGAN & PERUSAHAAN) 7 NEW CAR PIK 2 FAIR (PERORANGAN & PERUSAHAAN) 7 PAKET BUNGA 0% TENOR 1 TAHUN REFERAL MBI KPM REGULAR MIF (PERORANGAN) 7 MULTIGUNA FASILITAS DANA BRAND B (PERORANGAN) 7 PAKET BUNGA 0% TENOR 1 TAHUN KPM MIF (PERORANGAN) 7 NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A KPM BII 7 NEW CAR PAKET DP 30% ADDB MASUK BUNGA SYARIAH (PERUSAHAAN & PERORANGAN) 7 NEW CAR SYARIAH NISSAN SUBSIDI TDP NMDI (PERORANGAN & PERUSAHAAN) 7 USED CAR TAHUN 2004-2008 BRAND B (PERORANGAN & PERUSAHAAN) 7 NEW CAR CUSTOMER NON RO KKB NISSAN SUBSIDI TDP NMDI 7 PKT DP RGN NEW CAR SUBSDI TDP KTB MITSBSHI PJR,OUTLANDER,MIRAGE IIMS (PERUSAHAAN & PERORANGAN) 7 PROGRAM NEW CAR KKB KHUSUS AKHIR TAHUN 2016 7 PAKET NEW CAR SUBSIDI KTB MITSUBISHI PROGRAM KHUSUS MARET-APRIL 2017 (PERUSAHAAN & PERORANGAN) 7 NEW CAR PAKET GANJIL ATAU HAMIL (PERORANGAN & PERUSAHAAN) 7 NEW CAR DP 20% - 24.99% IIMS 2017 KPM MIF (PERORANGAN & PERUSAHAAN) 7 NEW PICKUP, TRUCK & DC TENOR 1-2 TAHUN GIIAS 2018 (PERORANGAN) 6 NEW CAR KHUSUS PLAZA TOYOTA & AUTO 2000 KPM BII (PERORANGAN & PERUSAHAAN) 6 PKT NEW CAR DP 20% ADDB ONLOAN NEW AVANZA, NEW XENIA, NEW ERTIGA (PRGN & PRSHN) 6 NEW FORD CAR ADDB ASURANSI FULL MASUK BUNGA (PERORANGAN & PERUSAHAAN) 6 USED CAR ASURANSI KHUSUS KPM BII 6 PAKET BUNGA 0% TENOR 6 BULAN BRAND B KPM BII (PERORANGAN & PERUSAHAAN) 6 NEW TRUCK REFERAL MBI KPM REGULER MIF (PERORANGAN & PERUSAHAAN) 6 PENYIMPANGAN RADIUS 100-200 KM NEW CAR SUBSIDI TDP KTB MITSUBISHI (PERORANGAN & PERUSAHAAN) 6 NEW CAR FAST TRACK APPROVAL BUNGA KHUSUS TENOR 3 TAHUN KKB (PERORANGAN) 6 NEW PASSANGER CAR BRAND A EVENT BII MAYBANK KPM BII (PERORANGAN & PERUSAHAAN) 6 NEW CAR DP 30% - 99.99% KPM MIF IIMS 2016 (PERORANGAN & PERUSAHAAN) 6 NEW CAR KKB FAST TRACK APPROVAL 2019 (PERORANGAN) 6 NEW CAR PAKET DP 25% ADDB ONLOAN PRJ 2016 (PERUSAHAAN & PERORANGAN) 6 NEW PICKUP, TRUCK & DOUBLE CABIN IIMS 2013 (PERORANGAN & PERUSAHAAN) 6 NEW CAR PAKET DP 25% ADDB ONLOAN GIIAS 2018 (PERORANGAN) 6 NEW CAR SYARIAH DP 25% - 99.99% GIIAS 2019 (PERORANGAN) 6 PAKET BUNGA 0% TENOR 1 TAHUN REFERAL MBI KPM PREMIER MIF (PERORANGAN) 6 NEW DOUBLE CABIN KPM BII (PERORANGAN & PERUSAHAAN) 6 NEW CAR DP 30% ADDB ON INTEREST SUBSIDI BUNGA KTB MITSUBISHI (PERUSAHAAN & PERORANGAN) 6 PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH CASHBACK 1JT FLASH SALE 6 PENYIMPANGAN DP & GY NEW CAR APPROVAL MD ASS KOMBINASI (PERORANGAN & PERUSAHAAN) 6 PROGRAM NEW CAR DP 30% ADDB ONLOAN IIMS - GIIAS 2015 KPM BII (PERUSAHAAN & PERORANGAN) 6 REFINANCING USED CAR ASURANSI KHUSUS EX BII FINANCE & NON BII FINANCE (PERORANGAN & PERUSAHAAN) 6 NEW CAR SYARIAH CUSTOMER RO 6 NEW FINANCIAL LEASE COMMERCIAL CAR (PERORANGAN & PERUSAHAAN) 6 NEW CAR KKB NISSAN CASHBACK SUBSIDI NMDI (PERORANGAN & PERUSAHAAN) 6 PROGRAM USED CAR KKB ASURANSI KHUSUS 6 NEW PICKUP, TRUCK & DC TENOR 1-2 TAHUN KPM BII (PERORANGAN & PERUSAHAAN) 6 PENYIMPANGAN RADIUS 100-200 KM NEW CAR SYARIAH ASS ALLRISK (PERORANGAN & PERUSAHAAN) 6 NEW CAR DP 25% - 29.99% PROGRAM KHUSUS MARET-APRIL 2017 KPM MIF (PERORANGAN & PERUSAHAAN) 6 NEW COMMERCIAL CAR TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN) 5 NEW CAR CUSTOMER NON RO KPM REGULAR 5 PROGRAM NEW CAR KKB KHUSUS EXPOVERSARY KPM MIF (PERORANGAN) 5 NEW CAR SYARIAH DP 20% - 24.99% (PERORANGAN & PERUSAHAAN) 5 NEW CAR NISSAN FAST TRACK APPROVAL BRAND A KATEGORI III 5 NEW CAR KKB MANDIRI REFERAL MBI KPM REGULAR (PERORANGAN & PERUSAHAAN) 5 NEW CAR KKB SYARIAH NISSAN SUBSIDI TDP NMDI (PERORANGAN & PERUSAHAAN) 5 PENYIMPANGAN DP & GY USED PASSANGER CAR BRAND A (PERORANGAN & PERUSAHAAN) 5 PAKET NEW CAR CUSTOMER RO SUBSIDI TDP KTB MITSUBISHI 5 NEW CAR DP 30% ADDB ON INTEREST SUBSIDI TDP KTB MITSUBISHI KPM BII (PERUSAHAAN & PERORANGAN) 5 PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH 5 NEW CAR DP 25% - 29.99% IIMS 2017 KPM MIF (PERORANGAN & PERUSAHAAN) 5 PROGRAM NEW CAR KKB REFERAL MBI KPM PREMIER MIF (PERORANGAN & PERUSAHAAN) 5 PENYIMPANGAN DP NEW CAR APPROVAL KADIV 5 MULTIGUNA FASILITAS DANA BRAND A REFERAL KPM REGULER MIF (PERORANGAN) 5 PENYIMPANGAN DP & GY NEW CAR KPM MIF (PERORANGAN & PERUSAHAAN) 5 NEW CAR BEMOO VIRTUAL EVENT MITSUBISHI CASHBACK 1JT 5 NEW CAR PAKET DP 20% ADDB ONLOAN SIGRA & CAYLA PROGRAM KHUSUS MARET APRIL 2017 (PERUSAHAAN & PRGN) 5 PENYIMPANGAN DP & GY MULTIGUNA FASILITAS DANA BRAND A (PERORANGAN) 5 NEW CAR DP 25% - 29.99% PRI 2016 (PERORANGAN & PERUSAHAAN) 5 PAKET BUNGA 0% TENOR 6 BULAN PRJ (PERORANGAN) 5 PKT NEW CAR SUBSIDI BNG KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE ASRASI KHUSUS KPM BII (PERORG & PERS) 5 NEW CAR PAKET DP 30% ADDB ONLOAN (PERUSAHAAN) 5 NEW CAR MITSUBISHI SUBSIDI KTB PROGRAM IIMS - GIIAS 2015 KHUSUS SYARIAH (PERUSAHAAN & PERORANGAN) 5 PROGRAM BUNGA KHUSUS TENOR 3 TAHUN KKB (PERUSAHAAN) 5 PROGRAM NISSAN X-TRAIL DP 30% ADDB ONLOAN FREE INSURANCE DAN MAINTENANCE (PERORANGAN & PERUSAHAAN) 5 NEW CAR PAKET DP 25% ADDB ONLOAN IIMS 2016 (PERUSAHAAN & PERORANGAN) 5 NEW CAR NISSAN SUBSIDI BUNGA 0% NMDI NISSAN TERRA (PERORANGAN & PERUSAHAAN) 5 PAKET BUNGA 0% TENOR 6 BULAN IIMS 2016 (PERORANGAN) 5 PAKET NEW CAR SUBSIDI BUNGA KTB MITSUBISHI (PERORANGAN & PERUSAHAAN) 4 NEW CAR DATSUN CROSS SUBSIDI NMDI 4 NEW CAR KREDIT PASTI MUDAH 4 NEW CAR DP 30% - 99.99% GIIAS 2018 (PERUSAHAAN) 4 PAKET WULING CONFERO DAN CORTEZ DP 25 - 99.99% ADDM ASURANSI CASH GIIAS 2018 (PERORANGAN) 4 NEW CAR FLEET SYARIAH KPM MIF (PERORANGAN & PERUSAHAAN) 4 USED CAR CUSTOMER NON RO BMW PREMIUM SELECTION 4 NEW CAR CUSTOMER RO KKB MITSUBISHI SUBSIDI TDP KTB 4 NEW CAR KPM BII PRJ (PERORANGAN & PERUSAHAAN) 4 PAKET BUNGA 0% TENOR 6 BULAN GIIAS 2019 (PERORANGAN) 4 PROGRAM NEW CAR KKB EXPO SUBSIDI TDP KTB MITSUBISHI (PERORANGAN & PERUSAHAAN) 4 NEW PASSANGER CAR BRAND B KPM BII IIMS 2013 (PERUSAHAAN & PERORANGAN) 4 NEW CAR PAKET DP 25% ADDB ONLOAN IIMS 2017 (PERUSAHAAN & PERORANGAN) 4 PENYIMPANGAN DP NEW CAR SYARIAH APPROVAL RM 4 NEW CAR KKB SYARIAH GIIAS 2019 (PERORANGAN) 4 PROGRAM BUNGA KHUSUS TENOR 3 TAHUN KKB KPM MIF (PERORANGAN & PERUSAHAAN) 4 PAKET NEW CAR FIX & FIX TENOR 5 - 6 THN ADDB ASURANSI KHUSUS (PERUSAHAAN & PERORANGAN) 4 PAKET NEW CAR SUBSIDI BUNGA KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE IIMS (PERUSAHAAN & PERORANGAN) 4 NEW CAR PAKET DP 30% ADDB ONLOAN IIMS 2019 (PERORANGAN) 4 REFINANCING USED CAR EX BII FINANCE & NON BII FINANCE BRAND A KPM BII (PERORANGAN) 4 NEW PICKUP TENOR 3 TAHUN GIIAS 2018 (PERORANGAN & PERUSAHAAN) 4 NEW CAR PAKET DP 25% ADDM ONLOAN (PERUSAHAAN & PERORANGAN) 4 NEW FORD CAR KPM BII (PERORANGAN & PERUSAHAAN) 4 PAKET BUNGA 0% TENOR 1 TAHUN REFERAL MBI KPM REGULER MIF (PERORANGAN) 4 NEW PICKUP, TRUCK & DC TENOR 1-2 TAHUN KPM MIF (PERORANGAN & PERUSAHAAN) 4 NEW CAR PICKUP DP 20% ASTRA DAIHATSU TENOR 3-4 TAHUN (PERORANGAN & PERUSAHAAN) 4 PROGRAM NEW CAR KKB IIMS 2017 KPM MIF (PERUSAHAAN & PERORANGAN) 4 NEW PICKUP REFERAL MBI KPM REGULER MIF (PERORANGAN & PERUSAHAAN) 4 NEW CAR KHUSUS FLEET BRAND B,PICKUP, TRUCK & DOUBLE CABIN (PERUSAHAAN & PERORANGAN) 4 NEW CAR DP 30% - 99.99% KPM MIF PRJ 2016 (PERORANGAN & PERUSAHAAN) 4 PROGRAM NEW COP BRAND A FLEET 4 PAKET NEW CAR DP 25% ADDB SUBSIDI TDP KTB MITSUBISHI PAJERO, OUTLANDER DAN MIRAGE 4 NEW CAR SYARIAH DP 30% - 99.99% PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN) 4 USED CAR TAHUN 2003 - 2007 BRAND A FAST TRACK APPROVAL (PERUSAHAAN & PERORANGAN) 4 NEW CAR DFSK PROGRAM KHUSUS GRATIS LOGAM MULIA (PERORANGAN & PERUSAHAAN) 4 PENYIMPANGAN DP & GY NEW CAR APPROVAL MD 4 PENYIMPANGAN RADIUS 100-200 KM NEW CAR SYARIAH (PERUSAHAAN) 4 PROGRAM RATE KHUSUS BRAND A IIMS 2011 FAST TRACK APPROVAL 4 NEW CAR MITSUBISHI SUBSIDI KTB PROGRAM IIMS - GIIAS 2015 KPM BII (PERUSAHAAN & PERORANGAN) 4 NEW CAR MITSUBISHI XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB (PERORANGAN & PERUSAH 4 NEW PICKUP CUSTOMER RO 4 PAKET DP 30% ADDB ONLOAN NEW CAR SUBSIDI TDP KTB MITSUBISHI SYARIAH (PERUSAHAAN & PERORANGAN) 4 REFINANCING USED CAR EX BII FINANCE & NON BII FINANCE BRAND B (PERORANGAN & PERUSAHAAN) 4 NEW PASSANGER CAR BRAND A KPM BII APPROVAL ABM BANK BII (PERORANGAN & PERUSAHAAN) 4 NEW CAR PAKET DP 25% ADDB ONLOAN GIIAS 2016 (PERUSAHAAN & PERORANGAN) 4 NEW CAR PAKET DP 30% ADDB ONLOAN KPM MIF PROGRAM KHUSUS AKHIR TAHUN 2016 (PERUSAHAAN & PERORANGAN) 4 PENYIMPANGAN RADIUS 100-200 KM NEW CAR (PERUSAHAAN) 4 NEW CAR DP 30% - 99.99% KPM MIF (PERUSAHAAN) 4 NEW CAR DP 25% - 29.99% KPM MIF IIMS 2016 (PERORANGAN & PERUSAHAAN) 4 PAKET NEW CAR FIX & FIX TENOR 5 - 6 THN ADDB KPM BII IIMS 2013 (PERUSAHAAN & PERORANGAN) 3 NEW CAR CLUSTER A KKB KPM MIF (PERORANGAN) 3 NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A KPM BII IIMS 2013 (PERORANGAN & PERUSAHAAN) 3 NEW CAR KPM BII IIMS (PERORANGAN & PERUSAHAAN) 3 NEW CAR MITSUBISHI XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB ASS KOMBINASI (PERORA 3 NEW CAR DP 20% - 24.99% REFERAL MBI KPM REGULER MIF (PERORANGAN) 3 NEW CAR DP 15% ASURANSI CASH XPANDER, NEW RUSH, NEW TERIOS, ALL NEW BRIO & HRV (PERORANGAN) 3 PROGRAM NEW CAR KKB GIIAS 2018 (PERUSAHAAN) 3 USED CAR TAHUN 2003-2007 BRAND A KPM BII (PERORANGAN & PERUSAHAAN) 3 NEW CAR SYARIAH DP 30% - 99.99% IIMS 2017 (PERORANGAN & PERUSAHAAN) 3 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2014 BRAND B (PERORANGAN) 3 NEW PICKUP SUZUKI BUNGA 0% 1 TAHUN 2019 (PERORANGAN) 3 MULTIGUNA JASA BRAND A KPM MIF (PERORANGAN) 3 PROGRAM NEW CAR BMW IND SUBSIDI SYARIAH (PERORANGAN & PERUSAHAAN) 3 PROGRAM NEW CAR KKB ASURANSI KHUSUS PRJ 3 PAKET NEW CAR SUBSIDI BUNGA KTB MITSUBISHI (PERUSAHAAN & PERORANGAN) 3 PROGRAM KHUSUS NASABAH PREMIER WEALTH KPM MIF 3 USED CAR TAHUN 2004-2008 BRAND A KPM BII (PERORANGAN & PERUSAHAAN) 3 PAKET NEW CAR DP 25% ADDM ON INTEREST SUBSIDI KTB MITSUBISHI (PERORANGAN & PERUSAHAAN) 3 PROGRAM NISSAN X-TRAIL FREE INSURANCE & MAINTENANCE IIMS 2016 (PERORANGAN & PERUSAHAAN) 3 MULTIGUNA JASA BRAND B (PERORANGAN) 3 PAKET USED CAR BUNGA 0% TENOR 6 BULAN (PERORANGAN) 3 NEW CAR KKB SYARIAH (PERUSAHAAN) 3 USED CAR CUSTOMER NON RO LEBIH ATAU SAMA DENGAN TAHUN 2015 BRAND A 3 NEW CAR COP WULING 3 PROGRAM NEW CAR KKB KPM MIF GIIAS 2018 (PERORANGAN) 3 NEW CAR KREDIT PASTI MUDAH KKB 3 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2010 BRAND B KPM BII (PERORANGAN & PERUSAHAAN) 3 NEW CAR KETENTUAN KHUSUS KREDIT PASTI MUDAH CASHBACK 1JT 3 PAKET WULING CONFERO DAN CORTEZ DP 20 - 24.99% ADDM ASURANSI CASH (PERORANGAN) 3 NEW CAR PAKET DP 25% ADDB ONLOAN KPM MIF (PERUSAHAAN & PERORANGAN) 3 NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% KPM MIF (PERUSAHAAN) 3 PAKET DP 25% ADDB ASURANSI FULL ONLOAN KHUSUS HONDA HRV DAN BRIO (PERORANGAN) 3 NEW CAR SYARIAH DP 30% - 99.99% GIIAS 2018 (PERORANGAN) 3 NEW PICKUP SYARIAH SEPTEMBER 2020 3 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2008 BRAND B KPM BII (PERORANGAN & PERUSAHAAN) 3 NEW CAR DP 20% - 99.99% REFERAL MBI KPM PREMIER MIF (PERORANGAN & PERUSAHAAN) 3 PENYIMPANGAN DP USED CAR BMW PREMIUM SELECTION APPROVAL RM 3 PAKET NEW CAR DP 20% ADDB ONLOAN NEW AVANZA & NEW XENIA IIMS - GIIAS 2015 (PERORANGAN & PERUSAHAAN) 3 NEW CAR FAST TRACK APPROVAL BUNGA 0% TENOR 1 TAHUN KPM MIF (PERORANGAN) 3 PENYIMPANGAN DP & GY NEW CAR APPROVAL MD ASS ALLRISK (PERORANGAN & PERUSAHAAN) 3 USED CAR CUSTOMER RO BMW PREMIUM SELECTION 3 PENYIMPANGAN DP & GY KHUSUS TRUCK & DOUBLE CABIN TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN) 3 PAKET NEW MITSUBISHI SUBSIDI TDP KTB MARGIN KHUSUS SYARIAH (PERUSAHAAN & PERORANGAN) 3 NEW CAR NISSAN FAST TRACK APPROVAL BRAND A KATEGORI I 3 PAKET BUNGA OBRAL DP 50% ADDM GIIAS 2016 (PERORANGAN & PERUSAHAAN) 3 NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% (PERUSAHAAN) 3 NEW CAR INSTANT APPROVAL IIMS 3 PENYIMPANGAN DP & GY USED CAR ASURANSI KHUSUS (PERORANGAN) 3 PKT NEW CAR SUBSIDI BUNGA KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE ASURANSI KHUSUS PRJ (PERORG& PERUS) 3 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2009 BRAND B (PERORANGAN) 3 NEW CAR ADDB INSENTIF KHUSUS NISSAN & DATSUN KPM BII (PERUSAHAAN & PERORANGAN) 3 PAKET NEW CAR DP 25% ADDB HONDA MOBILIO IIMS (PERORANGAN & PERUSAHAAN) 3 REFINANCING USED CAR ASRSI KHUSUS EX BII FINANCE & NON BII FINANCE KPM BII (PERORANGAN & PERUSAHAAN) 3 PROGRAM BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN KPM MIF (PERORANGAN & PERUSAHAAN) 3 NEW CAR DP 20% - 24.99% PRI 2016 (PERORANGAN & PERUSAHAAN) 3 PENYIMPANGAN RADIUS 100-200 KM NEW CAR KKB IIMS 2017 (PERORANGAN & PERUSAHAAN) 3 PAKET NEW TOYOTA FREE ASURANSI TAHUN PERTAMA (PERORANGAN & PERUSAHAAN) 3 NEW CAR KKB SYARIAH GIIAS 2018 (PERORANGAN) 3 NEW CAR FAST TRACK APPROVAL BUNGA KHUSUS TENOR 3 TAHUN KPM MIF(PERORANGAN & PERUSAHAAN) 3 PENYIMPANGAN DP & GY USED CAR BRAND A APPROVAL MD (PERORANGAN & PERUSAHAAN) 3 PAKET BUNGA 0% TENOR 6 BULAN BRAND B IIMS 2013 (PERORANGAN & PERUSAHAAN) 3 PENYIMPANGAN DP & GY KHUSUS DOUBLE CABIN TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN) 3 NEW CAR ERTIGA SIS KPM MIF (PERUSAHAAN & PERORANGAN) 3 PROGRAM BUNGA KHUSUS TENOR 3 TAHUN KKB IIMS 2017 KPM MIF 3 NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% IIMS 2017 KPM MIF (PERORANGAN & PERUSAHAAN) 3 NEW CAR SIMULASI M-KREDIT DP 20% - 24.99% IIMS 2017 (PERORANGAN & PERUSAHAAN) 3 PENYIMPANGAN RADIUS 100-200 KM KHUSUS PICKUP, TRUCK & COMMERCIAL CAR 3 NEW DOUBLE CABIN TENOR 3 TAHUN KPM MIF (PERORANGAN & PERUSAHAAN) 3 PROGRAM NISSAN X-TRAIL FREE INSURANCE & MAINTENANCE KPM MIF (PERORANGAN & PERUSAHAAN) 3 NEW CAR KHUSUS FLEET KPM BII (PERORANGAN & PERUSAHAAN) 3 NEW CAR PICKUP SIS (PERUSAHAAN & PERORANGAN) 3 PAKET NEW CAR DP 20% ADDM INNOVA & FORTUNER (PERUSAHAAN & PERORANGAN) 3 PAKET NEW CAR DP 25% ADDM ON INTEREST KPM BII (PERORANGAN & PERUSAHAAN) 3 PROGRAM NEW CAR KPM BII FAIR (PERORANGAN & PERUSAHAAN) 3 PAKET BUNGA 0% TENOR 6 BULAN IIMS 2019 (PERORANGAN) 2 PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI REFERAL MBI KPM REGULAR MIF (PERORANGAN & PERUSAHAAN) 2 NEW CAR SYARIAH DP 20% - 99.99% REFERAL MBI KPM REGULAR MIF (PERORANGAN & PERUSAHAAN) 2 PENYIMPANGAN DP & GY MULTIGUNA FASILITAS DANA BRAND A APPROVAL MD (PERORANGAN) 2 PROGRAM KHUSUS TRAX & TRAILBLAZER SUBSIDI GM 2 NEW CAR FAIR KPM BII (PERORANGAN DAN PERUSAHAAN) 2 NEW CAR KKB CUSTOMER NON RO KPM REGULAR 2 NEW CAR DP 25% - 99.99% KPM MIF GIIAS 2018 (PERORANGAN) 2 NEW CAR SIMULASI M-KREDIT DP 30% - 99.99% IIMS 2017 (PERORANGAN & PERUSAHAAN) 2 PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH KKB CASHBACK 1JT REFERAL MBI KPM REGULER MIF 2 USED MOTORCYCLE 2 NEW DOUBLE CABIN TENOR 3 TAHUN GIIAS 2018 (PERORANGAN & PERUSAHAAN) 2 PENYIMPANGAN DP NEW CAR SUBSIDI TDP KTB MITSUBISHI APPROVAL RM (PERORANGAN & PERUSAHAAN) 2 NEW CAR DP 20% - 24.99% GIIAS SBY 2016 (PERORANGAN & PERUSAHAAN) 2 PROGRAM NEW CAR KKB KPM MIF GIIAS 2016 2 NEW COMMERCIAL CAR TENOR 3 TAHUN GIIAS 2018 (PERORANGAN & PERUSAHAAN) 2 NEW CAR FAST TRACK APPROVAL SUBSIDI TDP KTB MITSUBISHI (PERUSAHAAN & PERORANGAN) 2 PAKET HONDA TDP 17 JUTA (PERORANGAN & PERUSAHAAN) 2 NEW CAR DP 25% - 29.99% KPM FAIR MIF PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN) 2 PROGRAM NEW CAR KKB PRJ 2 NEW CAR DP 30% ADDB ONLOAN SUBSIDI KTB MITSUBISHI PROGRAM KHUSUS AKHIR TAHUN 2016 (PRSHN & PRGN) 2 PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH CASHBACK 1JT SUBSIDI TDP NMDI 2 PROGRAM NEW CAR MARGIN KHUSUS SYARIAH ADDB KPM BII (PERORANGAN & PERUSAHAAN) 2 PROGRAM FLEET COP BRAND A 2 NEW CAR SUBSIDI TDP NMDI KKB REFERAL MBI KPM REGULAR MIF (PERUSAHAAN & PERORANGAN) 2 PROGRAM BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN KPM MIF IIMS 2017 (PERORANGAN & PERUSAHAAN) 2 PAKET BUNGA 0% TENOR 1 TAHUN SUBSIDI KTB MITSUBISHI 2 PENYIMPANGAN DP & GY USED CAR BRAND B APPROVAL MD 2 PAKET SUZUKI PICKUP KERJASAMA SIS TENOR 3 - 4 TAHUN (PERORANGAN & PERUSAHAAN) 2 NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% KPM MIF (PERORANGAN) 2 PAKET NEW CAR SUBSIDI KTB MITSUBISHI IIMS 2016 (PERUSAHAAN & PERORANGAN) 2 PROGRAM DP 30% ADDB JAZZ FREE ADMIN SHOWROOM EVENT 14 MARET 2015 (PERUSAHAAN & PERORANGAN) 2 NEW CAR KKB MANDIRI MITSUBISHI SUBSIDI TDP KTB SYARIAH (PERORANGAN & PERUSAHAAN) 2 PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE PRJ (PERUSAHAAN & PERORANGAN) 2 NEW CAR SYARIAH 0% TENOR 1 TAHUN (PERORANGAN) 2 PENYIMPANGAN DP NEW CAR KKB APPROVAL RM 2 NEW TRUCK TENOR 3 TAHUN KPM MIF (PERORANGAN & PERUSAHAAN) 2 NEW CAR DP 25% - 99.99% GIIAS 2019 (PERUSAHAAN) 2 NEW CAR NISSAN BUNGA 0% 1 TAHUN CASHBACK SUBSIDI NMDI (PERORANGAN & PERUSAHAAN) 2 NEW CAR SIMULASI M-KREDIT DP 30% - 99.99% PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN) 2 NEW CAR CUSTOMER NON RO NISSAN CASHBACK SUBSIDI NMDI 2 NEW CAR DP 20% - 24.99% GIIAS 2018 (PERUSAHAAN) 2 MULTIGUNA JASA BRAND B KPM MIF (PERORANGAN) 2 PENYIMPANGAN DP & GY NEW CAR APPROVAL MD GIIAS 2018 (PERORANGAN) 2 NEW CAR DP 30% ADDB ONLOAN SUBSIDI TDP KTB MITSUBISHI (PERUSAHAAN & PERORANGAN) 2 NEW CAR KREDIT PASTI MUDAH SUBSIDI TDP KTB CASHBACK 1 JT 2 PAKET NEW CAR FIX & FIX TENOR 5-6 THN ADDB PRJ (PERUSAHAAN & PERORANGAN) 2 USED CAR TAHUN 2004-2008 BRAND A KPM BII (PERORANGAN) 2 NEW CAR KKB FAST TRACK APPROVAL 2017 KPM MIF (PERORANGAN & PERUSAHAAN) 2 PENYIMPANGAN DP & GY USED CAR BRAND B KPM BII (PERORANGAN & PERUSAHAAN) 2 PAKET BUNGA 0% TENOR 6 BULAN SUBSIDI TDP KTB MITSUBISHI (PERUSAHAAN & PRG) 2 PAKET NEW FIX & FIX TENOR 72 BULAN ADDB MASUK BUNGA KPM BII (PERUSAHAAN & PERORANGAN) 2 NEW SYARIAH KPM BII (PERORANGAN & PERUSAHAAN) 2 PAKET HONDA TDP 17 JUTA SYARIAH (PERORANGAN & PERUSAHAAN) 2 PROGRAM FAST TRACK APPROVAL BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN (PERORANGAN & PERUSAHAAN) 2 NEW CAR DP 30% - 99.99% REFERAL MBI KPM PREMIER MIF (PERORANGAN) 2 NEW CAR SIMULASI M-KREDIT DP 30% - 99.99% (PERORANGAN & PERUSAHAAN) 2 NEW CAR DP 30% ADDB ON INTEREST SUBSIDI KTB TDP MITSUBISHI KPM BII (PERUSAHAAN & PERORANGAN) 2 NEW PICKUP, TRUCK & DC TENOR 1-2 TAHUN KPM MIF (PERORANGAN & PERUSAHAAN) 2 NEW CAR KREDIT PASTI MUDAH SUBSIDI TDP NMDI CASHBACK 1 JT 2 PAKET MITSUBISHI OUTLANDER BUNGA MULAI 0% KPM BII (PERORANGAN & PERUSAHAAN) 2 PKT DP RGN NEW CAR SUBSIDI BNGA KTB MITSBISHI PJR,OUTLANDER,MIRAGE KPM BII (PERUSAHAAN & PERORANGAN) 2 USED CAR TAHUN 2003 - 2007 BRAND A KPM BII (PERORANGAN & PERUSAHAAN) 2 PAKET BUNGA 0% TENOR 6 BULAN (PERUSAHAAN) 2 NEW CAR SIMULASI M-KREDIT DP 20% - 24.99% PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN) 2 PENYIMPANGAN DP & GY NEW CAR SYARIAH ASS ALLRISK (PERORANGAN & PERUSAHAAN) 2 PENYIMPANGAN DP & GY NEW CAR KPM BII (PERORANGAN & PERUSAHAAN) 2 NEW CAR BMW & MINI IIMS 2016 (PERORANGAN & PERUSAHAAN) 2 NEW CAR SYARIAH DP 30% - 99.99% GIIAS SBY 2016 (PERORANGAN & PERUSAHAAN) 2 NEW CAR NISSAN CASHBACK SUBSIDI NMDI ASS ALLRISK (PERORANGAN & PERUSAHAAN) 2 PROGRAM NEW CAR KKB IIMS 2016 2 NEW CAR INSENTIF KHUSUS NISSAN DP 30% ADDB MASUK BUNGA (PERUSAHAAN & PERORANGAN) 2 NEW CAR FAST TRACK APPROVAL BUNGA 0% TENOR 1 TAHUN GIIAS 2018 (PERORANGAN) 2 PENYIMPANGAN DP & GY NEW PASSANGER CAR BRAND A (PERORANGAN & PERUSAHAAN) 2 USED CAR TAHUN 2003 - 2007 BRAND A FAST TRACK APPROVAL KPM BII (PERORANGAN & PERUSAHAAN) 2 NEW CAR SYARIAH DP 25% - 99.99% (PERUSAHAAN) 2 PENYIMPANGAN DP & GY KHUSUS TRUCK REFERAL MBI KPM REGULER MIF (PERORANGAN & PERUSAHAAN) 2 RATE KHUSUS USED CAR BRAND A SURABAYA 2 NEW CAR ASURANSI KHUSUS KPM BII PRJ 2 PENYIMPANGAN RADIUS 100-200 KM NEW CAR BUNGA 0% 1 TAHUN CUSTOMER RO DAN NON RO 2 USED CAR KHUSUS OTR LEBIH DARI 300 JUTA MBI KPM REGULER MIF 2 NEW CAR DP 15% ASURANSI CASH XPANDER, NEW RUSH, NEW TERIOS, ALL NEW BRIO & HRV IIMS 2019(PERORANGAN) 2 NEW PICKUP KPM BII TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN) 2 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2005 BRAND A FAST TRACK APPROVAL 2 NEW COMMERCIAL CAR CUSTOMER RO 2 NEW CAR KHUSUS FLEET KPM BII LIMIT KEWENANGAN SAMPAI DENGAN 30 M (PERORANGAN & PERUSAHAAN) 2 NEW CAR KKB SYARIAH REFERAL MBI KPM REGULER (PERORANGAN) 2 PENYIMPANGAN REFINANCING BRAND B (PERORANGAN & PERUSAHAAN) 2 PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI KPM MIF (PERUSAHAAN & PERORANGAN) 2 NEW CAR DFSK 25% ASURANSI CASH (PERORANGAN & PERUSAHAAN) 2 NEW CAR SUBSIDI TDP MG 2 NEW CAR MITSUBISHI XPANDER BUNGA 0% 1 TAHUN CASHBACK SUBSIDI KTB (PERORANGAN) 2 NEW CAR XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB REFERAL MBI KPM REG MIF (PERORANGAN&PERUSAH 2 NEW CAR SYARIAH NISSAN SUBSIDI TDP NMDI ASS ALLRISK (PERORANGAN & PERUSAHAAN) 2 PROGRAM BUNGA KHUSUS TENOR 3 TAHUN SUBSIDI KTB MITSUBISHI IIMS 2017 (PERORANGAN & PERUSAHAAN) 2 PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI SYARIAH KPM BII (PERUSAHAAN & PERORANGAN) 2 NEW DOUBLE CABIN KKB (PERORANGAN & PERUSAHAAN) 2 NEW CAR SYARIAH NISSAN SUBSIDI TDP NMDI 2 PENYIMPANGAN DP & GY NEW CAR SYARIAH (PERORANGAN & PERUSAHAAN) 2 PAKET NEW CAR FIX & FIX DP DIATAS ATAU SAMA DENGAN 25% TENOR 60 BULAN (PERUSAHAAN & PERORANGAN) 2 PENYIMPANGAN DP & GY NEW CAR APPROVAL RM 2 MULTIGUNA JASA MOTORCYCLE (PERORANGAN) 1 PENYIMPANGAN USED CAR BMW PREMIUM SELECTION (PERORANGAN) 1 NEW CAR SYARIAH DP 25% - 29.99% KPM MIF (PERORANGAN & PERUSAHAAN) 1 PROGRAM NEW CAR KKB KHUSUS EXPOVERSARY (PERUSAHAAN) 1 NEW DOUBLE CABIN CUSTOMER RO 1 NEW CAR DP 25.00% - 29.99% BUNGA KHUSUS TENOR 3 TAHUN APPROVAL MD 1 NEW DP 25% ADDB MITSUBISHI SUBSIDI KTB SYARIAH 1 NEW CAR KKB EXPO MANDIRI SUBSIDI TDP KTB MITSUBISHI SYARIAH (PERORANGAN & PERUSAHAAN) 1 NEW CAR KREDIT PASTI MUDAH CASHBACK 1 JT REFERAL MBI KPM REGULER MIF 1 NEW CAR DP 20%-99.99% REFERAL MBI KPM REGULER MIF ASS KOMBINASI (PERORANGAN & PERUSAHAAN) 1 NEW CAR FAST TRACK APPROVAL SUBSIDI TDP KTB MITSUBISHI GIIAS 2018 (PERUSAHAAN & PERORANGAN) 1 NEW CAR FAST TRACK APPROVAL PROGRAM KHUSUS TRAX & TRAILBLAZER SUBSIDI GM 1 NEW CAR KREDIT PASTI MUDAH KKB REFERAL KPM PREMIER CASHBACK 1 JT 1 PENYIMPANGAN DP APPROVAL KADIV KPM MIF REGULAR 1 NEW CAR KKB SYARIAH MITSUBISHI XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB (PERORANGAN & PERUSA 1 NEW SYARIAH PICKUP, TRUCK & DC 1 NEW TRUCK CUSTOMER RO 1 USED CAR KKB BMW PREMIUM SELECTION KPM REGULER (PERORANGAN) 1 NEW CAR DP 25% - 99.99% GATHERING AUTO 2000 BANDUNG (PERORANGAN/PERUSAHAAN) 1 NEW CAR DP 20% MITSUBISHI XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB (PERORANGAN & PERUSAHAAN) 1 PAKET NEW CAR SUBSIDI BUNGA KTB MITSUBISHI GIIAS 2019 (PERORANGAN & PERUSAHAAN) 1 NEW TRUCK TENOR 3 TAHUN GIIAS 2018 (PERORANGAN & PERUSAHAAN) 1 PROGRAM NEW CAR KKB BRI 1 PENYIMPANGAN NEW CAR BEMOO VIRTUAL EVENT MITSUBISHI ASS KOMBINASI SUBSIDI TDP KTB 1 PROGRAM NEW CAR SYARIAH KKB EXPO (PERORANGAN & PERUSAHAAN) 1 PENYIMPANGAN DP & GY NEW CAR KKB ASURANSI KHUSUS KPM BII (PERUSAHAAN & PERORANGAN) 1 NEW CAR HONDA BUNGA 0.8% 1 TAHUN GIIAS 2018 1 NEW PLAFON FINANCIAL LEASE COMMERCIAL CAR (PERORANGAN & PERUSAHAAN) 1 PROGRAM NEW CAR KKB EXPO REFERAL MBI KPM REGULAR MIF (PERORANGAN & PERUSAHAAN) 1 NEW CAR FAST TRACK APPROVAL BUNGA 0% TENOR 6 BULAN (PERORANGAN & PERUSAHAAN) 1 PAKET NEW CAR DP 25% ADDB ONLOAN IIMS - GIIAS 2015 SYARIAH (PERORANGAN & PERUSAHAAN) 1 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2009 BRAND B KPM BII (PERORANGAN) 1 NEW CAR ERTIGA SIS SYARIAH (PERUSAHAAN & PERORANGAN) 1 NEW PICKUP GIIAS 2019 (PERORANGAN & PERUSAHAAN) 1 PAKET NEW CAR MITSUBISHI PAJERO SPORT BUNGA 0% ASURANSI KHUSUS KPM BII (PERORANGAN & PERUSAHAAN) 1 NEW COMMERCIAL CAR CUSTOMER NON RO 1 PENYIMPANGAN DP & GY NEW CAR NISSAN SUBSIDI TDP NMDI APPROVAL RM 1 PENYIMPANGAN NEW CAR KKB KREDIT PASTI MUDAH CASHBACK 1JT SUBSIDI TDP KTB 1 NEW CAR KKB XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB REFERAL MBI KPM REG MIF 1 PAKET BUNGA 0% TENOR 6 BULAN SUBSIDI TDP KTB MITSUBISHI 1 NEW PICKUP KKB CUSTOMER RO 1 PRODUCT MULTIGUNA VOSPAY 1 NEW CAR KKB MANDIRI SUBSIDI TDP KTB MITSUBISHI SYARIAH (PERORANGAN & PERUSAHAAN) 1 NEW CAR KKB FAST TRACK APPROVAL IIMS 2017 (PERORANGAN & PERUSAHAAN) 1 PAKET BUNGA OBRAL DP 30% ADDB GIIAS 2016 (PERORANGAN & PERUSAHAAN) 1 USED CAR TAHUN 2004-2008 BRAND A (PERORANGAN) 1 PROGRAM INSENTIF NEW CAR KHUSUS HONDA KPM BII 1 NEW CAR KKB SYARIAH MITSUBISHI XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB (PERORANG 1 PENYIMPANGAN GY NEW CAR KKB KPM BII (PERORANGAN & PERUSAHAAN) 1 NEW PASSANGER CAR HONDA MOBILIO PENANGGUHAN ANGSURAN 3 BULAN 1 PENYIMPANGAN NEW DOUBLE CABIN CUSTOMER RO DAN NON RO 1 PROGRAM BUNGA KHUSUS FIX & FIX FREE INSURANCE 1 TAHUN (PERORANGAN & PERUSAHAAN) 1 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2011 BRAND B KPM MIF (PERORANGAN & PERUSAHAAN) 1 PENYIMPANGAN NEW CAR SYARIAH KREDIT PASTI MUDAH KKB CASHBACK 1 JT 1 NEW CAR SYARIAH NISSAN SUBSIDI TDP NMDI ASS KOMBINASI (PERORANGAN & PERUSAHAAN) 1 NEW CAR MITSUBISHI XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB ASS ALLRISK (PERORANG 1 PAKET NEW CAR DP 30% ADDM ONLOAN KPM MIF (PERORANGAN & PERUSAHAAN) 1 PENYIMPANGAN DP & GY KHUSUS TRUCK & KOMERSIL (PERORANGAN & PERUSAHAAN) 1 PENYIMPANGAN RADIUS 100-200 KM NEW CAR PROGRAM KHUSUS MARET-APRIL 2017 KPM MIF (PERORANGAN & PERUS.) 1 PROGRAM NEW CAR KKB KHUSUS EXPOVERSARY SYARIAH (PERORANGAN) 1 PENYIMPANGAN RADIUS 100-200KM NEW CAR CUSTOMER NON RO SUBSIDI TDP NMDI 1 NEW CAR KHUSUS PLAZA TOYOTA & AUTO 2000 ADDB ONLOAN KPM BII (PERORANGAN & PERUSAHAAN) 1 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2015 BRAND B (PERORANGAN) 1 PENYIMPANGAN RADIUS 100-200 KM NEW CAR CUSTOMER RO 1 NEW COMMERCIAL CAR KKB (PERORANGAN & PERUSAHAAN) 1 USED CAR BMW PREMIUM SELECTION MBI KPM PREMIER MIF (PERORANGAN) 1 USED CAR KKB SYARIAH (PERORANGAN) 1 PENYIMPANGAN DP & GY NEW CAR SYARIAH APPROVAL KADIV 1 NEW CAR DP 30% ADDB ON INTEREST SUBSIDI TDP MITSUBISHI KPM BII (PERUSAHAAN & PERORANGAN) 1 NEW CAR NISSAN BUNGA 0% 6 BULAN SUBSIDI TDP NMDI (PERORANGAN) 1 NEW CAR CLUSTER A KPM MIF (PERORANGAN & PERUSAHAAN) 1 NEW PICK UP TENOR 3 TAHUN IMBT SYARIAH (PERORANGAN & PERUSAHAAN) 1 NEW CAR DP 15% ASURANSI CASH XPANDER, NEW RUSH, NEW TERIOS, ALL NEW BRIO GIIAS 2018 (PERORANGAN) 1 USED CAR TAHUN 2004-2008 BRAND B KPM BII (PERORANGAN & PERUSAHAAN) 1 PENYIMPANGAN RADIUS 100-200 KM NEW CAR SUBSIDI TDP KTB MITSUBISHI (PERORANGAN & PERUSAHAA 1 PAKET NEW CAR MITSUBISHI OUTLANDER BUNGA 0% ASURANSI KHUSUS (PERORANGAN & PERUSAHAAN) 1 MULTIGUNA JASA KHUSUS TELESALES 1 NEW FORD CAR ADDB ASURANSI FULL MASUK BUNGA KPM BII (PERORANGAN & PERUSAHAAN) 1 NEW CAR SYARIAH XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB 1 NEW CAR KREDIT PASTI MUDAH KKB CASHBACK 1 JT SUBSIDI TDP KTB 1 PENYIMPANGAN DP & GY NEW CAR APPROVAL KADIV 1 NEW CAR KREDIT PASTI MUDAH CASHBACK 1.5 JT HARBOLNAS 1 PENYIMPANGAN RADIUS 100-200 KM NEW CAR SYARIAH CUSTOMER RO 1 NEW PICKUP TENOR 3 TAHUN KKB (PERORANGAN & PERUSAHAAN) 1 PENYIMPANGAN RADIUS 100-200 KM NEW CAR 0% 1 TAHUN (PERORANGAN) 1 NEW CAR KKB CUSTOMER RO KPM REGULAR 1 PENYIMPANGAN DP & GY NEW PICKUP TRUCK & DC TENOR 1-2 TAHUN (PERORANGAN) 1 PENYIMPANGAN DP & GY NEW CAR PROGRAM KHUSUS MARET-APRIL 2017 KPM MIF (PERORANGAN & PERUSAHAAN) 1 PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI REFERAL MBI KPM REGULAR MIF (PERUSAHAAN & PERORANGAN 1 PENYIMPANGAN DP NEW CAR KKB APPROVAL KADIV 1 USED CAR SYARIAH CUSTOMER NON RO LEBIH ATAU SAMA DENGAN TAHUN 2015 BRAND A 1 USED CAR SYARIAH CUSTOMER RO LEBIH ATAU SAMA DENGAN TAHUN 2015 BRAND A 1 PENYIMPANGAN DP & GY NEW CAR BUNGA 0% 1 TAHUN APPROVAL MD 1 PENYIMPANGAN RADIUS 100-200KM NEW CAR SUBSIDI TDP NMDI (PERORANGAN) 1 NEW PASSANGER CAR HONDA MOBILIO PENANGGUHAN ANGSURAN 3 BULAN KPM BII 1 PENYIMPANGAN DP & GY BUNGA 0% TENOR 1 TAHUN APPROVAL PD 1 PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH KKB CASHBACK 1JT REFERAL MBI KPM PREMIER MIF 1 NEW CAR DP 20% - 24.99% KPM MIF GIIAS 2016 (PERORANGAN & PERUSAHAAN) 1 PAKET NEW CAR FIX & FIX DP 30% ADDB MASUK BUNGA KPM BII (PERUSAHAAN & PERORANGAN) 1 NEW CAR CUSTOMER RO SUBSIDI TDP KTB MITSUBISHI REFERAL MBI KPM PREMIER 1 PROGRAM BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN KKB KPM MIF (PERORANGAN & PERUSAHAAN) 1 PAKET NEW CAR DP 25% ADDB SUBSIDI KTB MITSUBISHI PAJERO, OUTLANDER DAN MIRAGE KPM BII 1 NEW CAR KHUSUS FLEET BRAND B, PICKUP, TRUCK & DOUBLE CABIN KPM BII (PERORANGAN & PERUSAHAAN) 1 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2012 BRAND A KPM MIF (PERORANGAN & PERUSAHAAN) 1 PENYIMPANGAN DP & GY NEW CAR IIMS 2017 (PERORANGAN & PERUSAHAAN) 1 PAKET SUZUKI PICKUP KERJASAMA SIS DP 20-25% ONLOAN TENOR 1 - 2 TAHUN (PERORANGAN & PERUSAHAAN) 1 NEW CAR SUBSIDI KHUSUS BMW INDONESIA KPM MIF (PERORANGAN & PERUSAHAAN) 1 NEW CAR SYARIAH DP 30% - 99.99% KPM MIF GIIAS 2016 (PERORANGAN & PERUSAHAAN) 1 \tPROGRAM TRAX SUBSIDI GM KPM MIF 1 NEW CAR SUBSIDI KHUSUS BMW INDONESIA (PERORANGAN & PERUSAHAAN) 1 NEW CAR BUNGA 0% TENOR 1 TAHUN NISSAN-DATSUN SUBSIDI NMDI 1 PAKET BUNGA 0% TENOR 6 BULAN IIMS 2017 KPM MIF (PERORANGAN) 1 NEW DOUBLE CABIN SYARIAH (PERORANGAN & PERUSAHAAN) 1 PAKET BUNGA 0% TENOR 6 BULAN NEW SUBSIDI TDP KTB MITSUBISHI SYARIAH (PERUSAHAAN & PRG) 1 NEW CAR PAKET DP 30% ADDB ON INTEREST KPM MIF (PERUSAHAAN) 1 NEW CAR BRAND A TAKE OVER 1 PENYIMPANGAN DP & GY NEW CAR SYARIAH KPM MIF (PERORANGAN & PERUSAHAAN) 1 NEW CAR MITSUBISHI XPANDER, NEW BRIO, NEW LIVINA ADDB ONLOAN (PERORANGAN) 1 PENYIMPANGAN DP & GY NEW PASSANGER CAR BRAND B,PICKUP,TRUCK & DC KPM BII (PERORANGAN & PERUSAHAAN) 1 NEW CAR ERTIGA SIS KPM MIF PROGRAM KHUSUS AKHIR TAHUN 2016 (PERUSAHAAN & PERORANGAN) 1 NEW CAR FAST TRACK APPROVAL BRAND A CKD FTZ KHUSUS BATAM 1 NEW PICKUP TENOR 3 TAHUN KPM MIF (PERORANGAN & PERUSAHAAN) 1 PENYIMPANGAN RADIUS 100 - 200 KM USED CAR BRAND A (PERORANGAN & PERUSAHAAN) 1 PAKET NEW CAR FIX & FIX DP 30% TENOR 72 BULAN (PERUSAHAAN & PERORANGAN) 1 NEW CAR PAKET BUNGA 0% TENOR 6 BULAN SUBSIDI BUNGA KTB MITSUBISHI (PERUSAHAAN & PRG) 1 PENYIMPANGAN RADIUS 100-200 KM NEW CAR KPM FAIR MIF (PERORANGAN & PERUSAHAAN) 1 PROGRAM NEW CAR KKB KPM MIF KHUSUS AKHIR TAHUN 2016 1 PROGRAM NEW CAR HONDA GRATIS 3X ANGSURAN (PERUSAHAAN & PERORANGAN) 1 REFINANCING BRAND B, PU, TRUCK & DC (PERORANGAN & PERUSAHAAN) 1 NEW CAR BRAND B EVENT BII MAYBANK KPM BII (PERORANGAN & PERUSAHAAN) 1 USED CAR TAHUN 2003-2007 BRAND B (PERORANGAN & PERUSAHAAN) 1 USED CAR TAHUN 2003 - 2007 BRAND B (PERORANGAN & PERUSAHAAN) 1 PENYIMPANGAN DP & GY USED CAR BRAND A KPM BII (PERORANGAN & PERUSAHAAN) 1 NEW CAR MITSUBISHI XPANDER, NEW RUSH DAN NEW TERIOS ADDB ONLOAN 1 NEW CAR PAKET DP 20% ADDB ONLOAN SIGRA & CAYLA IIMS 2017 (PERUSAHAAN & PERORANGAN) 1 PAKET NEW CAR DP 30% ADDM ONLOAN SUBSIDI KTB MITSUBISHI 1 NEW CAR PICKUP DP 20% ASTRA DAIHATSU TENOR 1-2 TAHUN (PERORANGAN & PERUSAHAAN) 1 PAKET NEW CAR MITSUBISHI OUTLANDER SPORT BUNGA 0% IIMS 2013 KPM BII (PERORANGAN & PERUSAHAAN) 1 PROGRAM KHUSUS NASABAH ASPIRE KPM MIF 1 PAKET SUZUKI PICKUP KERJASAMA SIS DP 20-25% ONLOAN TENOR 1 - 2 TAHUN GIIAS 2016 (PERORANGAN & PRSHN) 1 USED CAR CUSTOMER RO KHUSUS OTR LEBIH DARI 300 JUTA 1 PAKET BUNGA 0% TENOR 6 BULAN BRAND A KPM BII IIMS 2013 (PERORANGAN & PERUSAHAAN) 1 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2012 BRAND B KPM MIF (PERORANGAN & PERUSAHAAN) 1 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2012 BRAND B (PERUSAHAAN) 1 PROGRAM PROMO KPM KHUSUS KARYAWAN MAYBANK 1 NEW CAR DP 30% ADDB ON INTEREST SUBSIDI TDP KTB MITSUBISHI GIIAS 2016 (PERUSAHAAN & PERORANGAN) 1 USED CAR BMW PREMIUM SELECTION KPM BII (PERORANGAN & PERUSAHAAN) 1 NEW CAR PO MANUAL FIX & FIX TENOR 5 - 7 THN ADDM IIMS 2013 (PERUSAHAAN & PERORANGAN) 1 NEW PASSANGER CAR BRAND A KPM BII (PERUSAHAAN) 1 PROGRAM NEW CAR KKB PRJ 2016 1 NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A IIMS 2012 (PERUSAHAAN) 1 NEW CAR PICKUP SIS GIIAS 2016 (PERUSAHAAN & PERORANGAN) 1 NEW CAR DP 20% - 24.99% KPM MIF PRJ 2016 (PERORANGAN & PERUSAHAAN) 1 NEW CAR PAKET DP 30% ADDB ON INTEREST KPM MIF PRJ 2016 (PERUSAHAAN & PERORANGAN) 1 PAKET NEW CAR DP 25% ADDM ONLOAN SYARIAH (PERORANGAN & PERUSAHAAN) 1 PAKET NEW CAR DP 25% ADDB ONLOAN SYARIAH (PERORANGAN & PERUSAHAAN) 1 PENYIMPANGAN DP & GY NEW PICKUP, TRUCK & DC TENOR 1-2 TAHUN (PERORANGAN & PERUSAHAAN) 1 PAKET BUNGA 0% TENOR 6 BULAN SYARIAH (PERORANGAN) 1 PENYIMPANGAN DP & GY USED CAR BRAND A KPM MIF (PERORANGAN & PERUSAHAAN) 1 NEW CAR KKB SUBSIDI KTB (PERORANGAN & PERUSAHAAN) 1 NEW CAR PAKET DP 30% ADDB ON INTEREST KPM MIF GIIAS 2016 (PERUSAHAAN & PERORANGAN) 1 PAKET SUZUKI ERTIGA KERJASAMA SIS DP 20-30% ONLOAN GIIAS 2016 (PERORANGAN & PERUSAHAAN) 1 NEW CAR SYARIAH KKB CUSTOMER RO 1 GANTI UNIT NEW CAR BRAND B (PERORANGAN & PERUSAHAAN) 1 PROGRAM NISSAN X-TRAIL BUNGA MULAI 2.00% KPM BII (PERORANGAN & PERUSAHAAN) 1 PROGRAM NEW CAR MINI PAMERAN BANDUNG (PERUSAHAAN & PERORANGAN) 1 USED CAR TAHUN 2004-2008 BRAND A FAST TRACK APPROVAL KPM BII (PERORANGAN & PERUSAHAAN) 1 NEW PASSANGER CAR COP KHUSUS FLEET BRAND A (PERORANGAN & PERUSAHAAN) 1 NEW FINANCIAL LEASE PASSENGER CAR (PERORANGAN & PERUSAHAAN) 1 NEW CAR PAKET GANJIL ATAU HAMIL KPM MIF (PERORANGAN & PERUSAHAAN) 1 NEW CAR PAKET DP 30% ADDB ONLOAN PIK 2 FAIR (PERUSAHAAN & PERORANGAN) 1 NEW CAR SIMULASI M-KREDIT DP 20% - 24.99% (PERORANGAN & PERUSAHAAN) 1 NEW TRUCK REFERAL MBI KPM PREMIER MIF (PERORANGAN & PERUSAHAAN) 1 NEW CAR MITSUBISHI XPANDER, NEW RUSH DAN NEW TERIOS ADDB ONLOAN (PERORANGAN) 1 PAKET NEW CAR DP 25% ADDB SUBSIDI KTB MITSUBISHI PAJERO, OUTLANDER, DAN MIRAGE KPM BII 1 PAKET NEW CAR DP RINGAN BRAND A IIMS 2013 (PERORANGAN & PERUSAHAAN) 1 PAKET NEW CAR MITSUBISHI PAJERO SPORT BUNGA 0% IIMS 2013 KPM BII (PERORANGAN & PERUSAHAAN) 1 PROGRAM BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN KKB IIMS 2017 (PERORANGAN & PERUSAHAAN) 1 NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A KPM BII (PERUSAHAAN) 1 NEW CAR PAKET DP 30% ADDB MASUK BUNGA KPM BII IIMS 2013 (PERUSAHAAN & PERORANGAN) 1 PENYIMPANGAN DP & GY USED CAR BRAND A CUSTOMER RO & NON RO 1 NEW CAR DP 15% ASURANSI CASH XPANDER, NEW RUSH, NEW TERIOS, ALL NEW BRIO (PERUSAHAAN) 1 PROGRAM NEW CAR KKB KPM MIF (PERUSAHAAN) 1 NEW BALLOON PAYMENT MOTORCYCLE (PERORANGAN & PERUSAHAAN) 1 PAKET BUNGA 0% 6 BULAN MITSUBISHI SUBSIDI KTB PRJ 2015 (PERORANGAN & PERUSAHAAN) 1 NEW CAR PAKET DP 30% ADDB MASUK BUNGA KPM BII IIMS (PERUSAHAAN & PERORANGAN) 1 NEW CAR PAKET DP 25% ADDB ONLOAN KPM MIF GIIAS 2016 (PERUSAHAAN & PERORANGAN) 1 PROGRAM NEW CAR DATSUN SUBSIDI BUNGA NMDI (PERORANGAN) 1 PROGRAM NEW CAR KKB IIMS 1 NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% GIIAS 2018 (PERUSAHAAN) 1 USED CAR SYARIAH KHUSUS OTR LEBIH DARI 300 JUTA 1 PROGRAM NEW CAR KKB EXPO REFERAL MBI KPM PREMIER MIF (PERORANGAN & PERUSAHAAN) 1 PENYIMPANGAN DP MULTIGUNA FASILITAS DANA BRAND A APPROVAL RM (PERORANGAN) 1 PENYIMPANGAN DP & GY NEW CAR BUNGA 0% 1 TAHUN APPROVAL MD (PEROANGAN) 1 NEW CAR NISSAN BUNGA 0% 1 TAHUN SUBSIDI TDP NMDI (PERORANGAN) 1 PENYIMPANGAN DP & GY USED CAR CUSTOMER RO DAN NON RO BMW PREMIUM SELECTION 1 PENYIMPANGAN RADIUS 100-200KM USED CAR CUSTOMER RO DAN NON RO BMW PREMIUM SELECTION 1 PENYIMPANGAN DP & GY USED CAR CUSTOMER RO BRAND A MBI KPM REGULER MIF 1 PENYIMPANGAN DP & GY NEW MOTORCYCLE (PERUSAHAAN) 1 NEW CAR DP 25% - 99.99% IIMS 2019(PERUSAHAAN) 1 PENYIMPANGAN DP & GY NEW CAR SUBSIDI TDP KTB MITSUBISHI APPROVAL RM 1 NEW CAR BEMOO 1 NEW CAR SIMULASI M-KREDIT DP 25% - 29.99% (PERORANGAN & PERUSAHAAN) 1 NEW CAR KREDIT PASTI MUDAH KKB EXPOVERSARY CASHBACK 1 JUTA 1 PENYIMPANGAN RADIUS 100-200 KM NEW CAR GIIAS 2019 (PERORANGAN) 1 NEW MOTORCYCLE LEASEBACK 0% 1 TAHUN (PERORANGAN) 1 PENYIMPANGAN DP & GY USED CAR BRAND A GIIAS 2018 (PERORANGAN) 1 NEW CAR SIMULASI APLIKASI DP 20% - 24.99% (PERORANGAN & PERUSAHAAN) 1 NEW CAR SYARIAH KKB KREDIT PASTI MUDAH CASHBACK 1JT SUBSIDI TDP NMDI 1 NEW CAR KREDIT PASTI MUDAH KKB SUBSIDI TDP NMDI CASHBACK 1 JT 1 USED CAR BMW PREMIUM SELECTION MBI KPM REGULER MIF (PERORANGAN) 1 NEW CAR NISSAN BUNGA 0% SUBSIDI NMDI (PERORANGAN & PERUSAHAAN) 1 PENYIMPANGAN DP & GY KHUSUS USED CAR TRUCK & KOMERSIL (PERORANGAN & PERUSAHAAN) 1 PAKET BUNGA OBRAL DP 30% ADDM GIIAS 2016 (PERORANGAN & PERUSAHAAN) 1 PAKET BUNGA 0% 6 BULAN PRJ 2015 (PERORANGAN & PERUSAHAAN) 1 PENYIMPANGAN NEW CAR BEMOO VIRTUAL EVENT MITSUBISHI CASHBACK 1JT 1 PENYIMPANGAN DP USED CAR KHUSUS OTR LEBIH DARI 300 JUTA APPROVAL RM 1 NEW CAR GRATIS ASURANSI SUBSIDI MG 1 NEW CAR CUSTOMER RO KKB NISSAN SUBSIDI TDP NMDI 1 PENYIMPANGAN DP & GY KHUSUS PICKUP, TRUCK & COMMERCIAL CAR APPROVAL MD 1 NEW PICKUP, TRUCK & DC TENOR 1-2 TAHUN (PERUSAHAAN) 1 USED CAR KKB CUSTOMER NON RO 1 USED MOTORCYCLE SEPTEMBER 2017 1 NEW CAR DP 25% - 99.99% KPM MIF IIMS 2019(PERORANGAN) 1 NEW CAR GMS 2018 1 NEW CAR TOYOTA, DAIHATSU, DAN ISUZU KHUSUS PRI BUNGA 0.8% 1 TAHUN 1 PAKET HONDA TDP 19 JUTA KPM BII (PERORANGAN & PERUSAHAAN) 1 NEW CAR IMBT BMW 1 NEW TRUCK & COMMERCIAL CAR KKB (PERORANGAN & PERUSAHAAN) 1 NEW CAR KREDIT PASTI MUDAH CASHBACK 1 JT FLASH SALE 1 NEW CAR DP 25% - 99.99% XPANDER PLUS AKSESORIS (PERORANGAN) 1 NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% XPANDER PLUS AKSESORIS GIIAS 2018 (PERORANGAN) 1 PAKET BUNGA 0% TENOR 6 BULAN PRJ 2016 (PERORANGAN) 1 NEW CAR PAKET DP 25% ADDM ONLOAN PRJ 2016 (PERORANGAN & PERUSAHAAN) 1 NEW CAR KREDIT PASTI MUDAH BUNGA 0% 6 BULAN 1 NEW MOTORCYCLE REFERAL MBI KPM PREMIER MIF (PERORANGAN) 1 NEW CAR PAKET DP 25% ADDB ONLOAN GIIAS 2018 (PERUSAHAAN) 1 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2013 BRAND B (PERUSAHAAN) 1 PROGRAM FAST TRACK APPROVAL BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN KKB (PERORANGAN & PERUSAHAAN) 1 NEW CAR PAKET DP 25% ADDB ONLOAN PROGRAM KHUSUS MARET-APRIL 2017 (PERUSAHAAN & PERORANGAN) 1 PAKET BUNGA 0% TENOR 1 TAHUN KPM MIF GIIAS 2018(PERORANGAN) 1 PROGRAM NEW CAR DP 25% ADDB ONLOAN IIMS - GIIAS 2015 KPM BII (PERUSAHAAN & PERORANGAN) 1 PROGRAM BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN IIMS 2018 (PERORANGAN & PERUSAHAAN) 1 PENYIMPANGAN DP & GY NEW CAR SUBSIDI TDP KTB MITSUBISHI APPROVAL KADIV 1 PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH EXPOVERSARY CASHBACK 1 JUTA 1 NEW TRUCK KPM MIF (PERORANGAN & PERUSAHAAN) 1 PROGRAM NEW COP FLEET (PERORANGAN) 1 NEW CAR KKB SYARIAH REFERAL MBI KPM REGULER (PERORANGAN & PERUSAHAAN) 1 PENYIMPANGAN DP & GY NEW CAR SYARIAH (PERORANGAN) 1 NEW CAR CUSTOMER RO NISSAN SUBSIDI TDP NMDI 1 REFINANCING USED CAR EX BII FINANCE & NON BII FINANCE BRAND B KPM BII (PERORANGAN & PERUSAHAAN) 1 PROGRAM COP USED CAR WOM FINANCE FLEET BRAND B 1 PAKET NEW CAR FIX & FIX TENOR 5 - 6 THN ASURANSI KHUSUS KKB (PERORANGAN & PERUSAHAAN) 1 PAKET SUZUKI ERTIGA KERJASAMA SIS DP 20-30% ONLOAN PROGRAM KHUSUS AKHIR TAHUN 2016 1 USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2015 BRAND A MBI KPM REGULER MIF (PERORANGAN) 1 PENYIMPANGAN DP & GY NEW CAR SUBSIDI TDP KTB MITSUBISHI APPROVAL MD 1 PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH CASHBACK 1JT FLASH SALE REFERAL MBI KPM REGULAR 1 PENYIMPANGAN DP & GY NEW CAR APPROVAL MD IIMS 2019 (PERORANGAN) 1 NEW CAR SUBSIDI BMW INDONESIA SERI 3 IIMS 2018 1 USED CAR SYARIAH KPM BII (PERORANGAN & PERUSAHAAN) 1 Name: ProductOffering, dtype: int64 ['PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE (PERUSAHAAN & PERORANGAN)' 'NEW CAR (PERORANGAN & PERUSAHAAN)' 'NEW CAR PAKET DP 30% ADDB MASUK BUNGA (PERUSAHAAN & PERORANGAN)' ... 'NEW PICKUP GIIAS 2019 (PERORANGAN & PERUSAHAAN)' 'PENYIMPANGAN NEW CAR KKB KREDIT PASTI MUDAH CASHBACK 1JT SUBSIDI TDP KTB' 'NEW CAR PROGRAM COP HPM ASURANSI CASH']
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\backends\backend_agg.py:240: RuntimeWarning: Glyph 9 missing from current font. font.set_text(s, 0.0, flags=flags) c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\backends\backend_agg.py:203: RuntimeWarning: Glyph 9 missing from current font. font.set_text(s, 0, flags=flags)
print(df.AutoApprovalFailed.value_counts(dropna = False))
plt.subplot(1,2,1)
df.AutoApprovalFailed.value_counts(dropna= False).plot.bar()
plt.xlabel('AutoApprovalFailed')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.AutoApprovalFailed.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('AutoApprovalFailed')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.AutoApprovalFailed.unique())
- 55631 Cabang Tidak Bisa Auto Approve 19617 Loan To Value 12844 DownPayment Minimum 9273 Maximum Exposure 8069 Bi Checking 7295 Lama Kerja CMO 7239 Alergic Person 5763 Jarak Tempat Tinggal atau Kerja Max 100 KM 5383 BIC For Autoapproval 5267 Industri Terdampak Covid-19 2251 Credit Scoring 2169 Status Rumah 2097 Maksimum DBR 1846 Branch that are not autoapp 1528 Passenger Car 1275 Asuransi Khusus 987 Type Kendaraan Brand A 873 First Installment 519 Type Kendaraan 507 List Cmo Failed 469 Data WO Pefindo 363 Insurance Coverage 333 Brands that are not autoapp 302 Distance Based on Zipcode 248 Minimal Pendapatan 199 Negative List Customer 11 Name: AutoApprovalFailed, dtype: int64 ['Cabang Tidak Bisa Auto Approve' '-' 'Alergic Person' 'Bi Checking' 'DownPayment Minimum' 'Lama Kerja CMO' 'Jarak Tempat Tinggal atau Kerja Max 100 KM' 'Passenger Car' 'Minimal Pendapatan' 'Status Rumah' 'Maximum Exposure' 'Credit Scoring' 'Loan To Value' 'BIC For Autoapproval' 'Data WO Pefindo' 'Branch that are not autoapp' 'Industri Terdampak Covid-19' 'Type Kendaraan' 'Insurance Coverage' 'Brands that are not autoapp' 'Negative List Customer' 'Distance Based on Zipcode' 'Maksimum DBR' 'First Installment' 'Type Kendaraan Brand A' 'Asuransi Khusus' 'List Cmo Failed']
print(df.DPPercentage.describe())
print(df.DPPercentage.value_counts(dropna= False,bins=8).sort_index(ascending=True))
df.DPPercentage.value_counts(normalize=True, dropna= False).round(4) * 100
df.DPPercentage.plot.hist(bins=8)
plt.show()
count 152358.000000 mean 35.600079 std 12.048048 min 0.000000 25% 27.750694 50% 30.568143 75% 40.692892 max 93.708332 Name: DPPercentage, dtype: float64 (-0.0947, 11.714] 18 (11.714, 23.427] 8561 (23.427, 35.141] 89106 (35.141, 46.854] 28187 (46.854, 58.568] 16709 (58.568, 70.281] 7049 (70.281, 81.995] 2456 (81.995, 93.708] 272 Name: DPPercentage, dtype: int64
print(df.SektorEkonomi.value_counts(dropna = False))
plt.subplot(1,2,1)
df.SektorEkonomi.value_counts(dropna= False).plot.bar()
plt.xlabel('SektorEkonomi')
plt.ylabel('Amount')
plt.subplot(1,2,2)
prob=df['SektorEkonomi'].value_counts(normalize=True, dropna= False).round(4) * 100
threshold=0.1
mask=prob>threshold
tail_prob=prob.loc[~mask].sum()
prob=prob.loc[mask]
prob['OTHER']=tail_prob
prob.plot.bar()
plt.xlabel('SektorEkonomi')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.SektorEkonomi.unique())
RUMAH TANGGA UNTUK PEMILIKAN MOBIL RODA EMPAT 89863 AKTIVITAS JASA PERORANGAN LAINNYA 60063 RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL S.D. TIPE 21 895 AKTIVITAS ORGANISASI KEANGGOTAAN LAINNYA YTDL 267 RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN TIPE DIATAS 70 165 BUKAN LAPANGAN USAHA LAINNYA 121 RUMAH TANGGA UNTUK PEMILIKAN RUMAH TOKO (RUKO) ATAU RUMAH KANTOR (RUKAN) 109 RUMAH TANGGA UNTUK PEMILIKAN KENDARAAN BERMOTOR LAINNYA 94 AKTIVITAS BADAN INTERNASIONAL DAN BADAN EKSTRA INTERNASIONAL LAINNYA 72 RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL TIPE DIATAS 21 S.D. 70 47 RUMAH TANGGA UNTUK PEMILIKAN PERALATAN LAINNYA 32 RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA LAINNYA 30 ADMINISTRASI PEMERINTAHAN DAN KEBIJAKAN EKONOMI DAN SOSIAL 29 RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL TIPE DIATAS 70 21 AKTIVITAS RUMAH SAKIT 20 PENYEDIAAN AKOMODASI LAINNYA 19 INDUSTRI PRODUK MAKANAN LAINNYA 17 AKTIVITAS PROFESIONAL, ILMIAH DAN TEKNIS LAINNYA 17 RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN TIPE DIATAS 21 S.D. 70 16 PERDAGANGAN BESAR GULA, COKLAT DAN KEMBANG GULA 15 PERDAGANGAN MOBIL 12 RUMAH TANGGA UNTUK PEMILIKAN SEPEDA BERMOTOR 12 PENDIDIKAN LAINNYA 11 KONSTRUKSI GEDUNG LAINNYA 10 PERKEBUNAN BUAH KELAPA SAWIT 9 PETERNAKAN UNGGAS 9 PERDAGANGAN ECERAN YANG UTAMANYA MAKANAN, MINUMAN ATAU TEMBAKAU DI TOKO 9 RESTORAN DAN RUMAH MAKAN 9 PERDAGANGAN ECERAN KHUSUS BARANG LAINNYA YTDL 9 PENGGALIAN BATU, PASIR DAN TANAH LIAT 8 INDUSTRI MESIN PENAMBANGAN, PENGGALIAN DAN KONSTRUKSI 8 PERDAGANGAN BESAR BARANG KEPERLUAN RUMAH TANGGA LAINNYA 8 PENDIDIKAN DASAR DAN PENDIDIKAN ANAK USIA DINI 8 HOTEL BINTANG 8 PERDAGANGAN ECERAN KHUSUS BARANG DAN BAHAN BANGUNAN, CAT DAN KACA DI TOKO 7 INDUSTRI SUKU CADANG DAN AKSESORI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH 7 PENDIDIKAN MENENGAH 7 INDUSTRI PENGOLAHAN LAINNYA 6 RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN S.D. TIPE 21 6 AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI ALAT TRANSPORTASI DARAT BUKAN KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH 6 AKTIVITAS POS DAN KURIR 6 PERDAGANGAN ECERAN KHUSUS MAKANAN, MINUMAN DAN TEMBAKAU LAINNYA DI TOKO 6 AKTIVITAS HUKUM DAN AKUNTANSI 5 RUMAH TANGGA UNTUK PEMILIKAN TRUK DAN KENDARAAN BERMOTOR RODA ENAM ATAU LEBIH 5 PERTAMBANGAN BATU BARA DAN LIGNIT 5 PERDAGANGAN BESAR PRODUK LAINNYA YTDL 5 PENYEDIAAN MAKANAN DAN MINUMAN LAINNYA 5 AKTIVITAS PELAYANAN KESEHATAN MANUSIA LAINNYA 5 PETERNAKAN LAINNYA 5 PERTANIAN PADI 5 PERDAGANGAN BESAR BAHAN KONSTRUKSI LAINNYA 4 PENANGKAPAN BIOTA AIR LAINNYA DI LAUT 4 PERDAGANGAN BESAR TEKSTIL, PAKAIAN DAN ALAS KAKI LAINNYA 4 INDUSTRI FURNITUR 4 RUMAH TANGGA UNTUK PEMILIKAN TELEVISI, RADIO, DAN ALAT ELEKTRONIK 4 PERDAGANGAN ECERAN KHUSUS BAHAN KIMIA, BARANG FARMASI, ALAT KEDOKTERAN, PARFUM DAN KOSMETIK DI TOKO 4 INDUSTRI KERTAS DAN PAPAN KERTAS BERGELOMBANG DAN WADAH DARI KERTAS DAN PAPAN KERTAS 4 INDUSTRI SEPEDA MOTOR RODA DUA DAN TIGA 4 INDUSTRI BARANG KIMIA LAINNYA YTDL 4 INDUSTRI PERALATAN PENGONTROL DAN PENDISTRIBUSIAN LISTRIK 4 PERDAGANGAN ECERAN KHUSUS PAKAIAN, ALAS KAKI DAN BARANG DARI KULIT DI TOKO 4 AKTIVITAS JASA KEUANGAN LAINNYA YTDL, BUKAN ASURANSI DAN DANA PENSIUN 3 INDUSTRI KAROSERI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH DAN INDUSTRI TRAILER DAN SEMI TRAILER 3 RUMAH TANGGA UNTUK PEMILIKAN FURNITUR DAN PERALATAN RUMAH TANGGA 3 INDUSTRI BARANG LOGAM SIAP PASANG UNTUK BANGUNAN, TANGKI, TANDON AIR DAN GENERATOR UAP 3 INDUSTRI PUPUK DAN BAHAN SENYAWA NITROGEN 3 PERDAGANGAN KAYU 3 PERANTARA MONETER 3 PENDIDIKAN TINGGI 3 PERDAGANGAN ECERAN KHUSUS BAHAN BAKAR KENDARAAN BERMOTOR 3 INDUSTRI PERALATAN FOTOGRAFI DAN INSTRUMEN OPTIK BUKAN KACA MATA 3 ANGKUTAN LAUT DALAM NEGERI UNTUK PENUMPANG 2 INDUSTRI KOMPUTER DAN PERLENGKAPANNYA 2 INDUSTRI MESIN KEPERLUAN KHUSUS LAINNYA 2 PERDAGANGAN ECERAN KAKI LIMA DAN LOS PASAR MAKANAN, MINUMAN DAN PRODUK TEMBAKAU HASIL INDUSTRI PENGOLAHAN 2 INDUSTRI BARANG DARI PLASTIK 2 INDUSTRI KABEL DAN PERLENGKAPANNYA 2 PERDAGANGAN ECERAN KHUSUS TEKSTIL DI TOKO 2 KONSTRUKSI BANGUNAN SIPIL LAINNYA YTDL 2 INDUSTRI PEMBUATAN KAPAL DAN PERAHU 2 AKTIVITAS PRODUKSI GAMBAR BERGERAK, VIDEO DAN PROGRAM TELEVISI 2 INDUSTRI ROKOK DAN PRODUK TEMBAKAU LAINNYA 2 REAL ESTATE PERUMAHAN SEDERHANA PERUMNAS TIPE 22 S.D. 70 2 INDUSTRI PENGECORAN BESI DAN BAJA 2 INDUSTRI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH 2 AKTIVITAS SOSIAL 2 PERDAGANGAN SUKU CADANG SEPEDA MOTOR DAN AKSESORINYA 2 INDUSTRI BUBUR KERTAS, KERTAS DAN PAPAN KERTAS 2 INDUSTRI KAYU LAPIS, VENEER DAN SEJENISNYA 2 AKTIVITAS PENUNJANG JASA KEUANGAN LAINNYA 2 INDUSTRI PRODUK ROTI DAN KUE 2 PENYIAPAN TANAH PEMUKIMAN TRANSMIGRASI (PTPT) 2 AKTIVITAS KANTOR BERITA 2 PERDAGANGAN BESAR BAHAN BAKAR PADAT, CAIR DAN GAS DAN PRODUK YBDI 2 PENGADAAN DAN DISTRIBUSI GAS ALAM DAN BUATAN 2 PERTANIAN JAGUNG 2 INSTALASI SISTEM KELISTRIKAN, AIR (PIPA) DAN INSTALASI KONSTRUKSI LAINNYA 2 PERDAGANGAN SUKU CADANG DAN AKSESORI MOBIL 2 INDUSTRI PERALATAN IRADIASI, ELEKTROMEDIKAL DAN ELEKTROTERAPI 2 INDUSTRI BARANG LAINNYA DARI KAYU; INDUSTRI BARANG DARI GABUS DAN BARANG ANYAMAN DARI JERAMI, ROTAN, BAMBU DAN SEJENISNYA 2 INDUSTRI SEMEN, KAPUR DAN GIPS 2 PERDAGANGAN ECERAN BERBAGAI MACAM BARANG YANG DIDOMINASI OLEH BARANG BUKAN MAKANAN DAN TEMBAKAU DI TOKO 2 AKTIVITAS KONSULTASI KOMPUTER DAN MANAJEMEN FASILITAS KOMPUTER 2 AKTIVITAS PENUNJANG ANGKUTAN 2 INDUSTRI TEKSTIL LAINNYA 2 ASURANSI, REASURANSI DAN DANA PENSIUN, BUKAN JAMINAN SOSIAL WAJIB 2 PERDAGANGAN ECERAN KHUSUS KOMODITI MAKANAN DARI HASIL PERTANIAN DI TOKO 2 PERTAMBANGAN DAN PENGGALIAN LAINNYA YTDL 2 INDUSTRI PAKAIAN JADI DAN PERLENGKAPANNYA, BUKAN PAKAIAN JADI DARI KULIT BERBULU 2 INDUSTRI PENGGILINGAN SERELIA DAN BIJI-BIJIAN LAINNYA (BUKAN BERAS DAN JAGUNG) 2 RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN APARTEMEN TIPE 22 S.D 70 1 PERKEBUNAN TANAMAN OBAT/BAHAN FARMASI 1 PERDAGANGAN KARET 1 RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN RUMAH TINGGAL TIPE DIATAS 70 1 INDUSTRI MINUMAN 1 PERTANIAN TANAMAN SEMUSIM LAINNYA YTDL 1 RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN RUKO/RUKAN 1 KONSTRUKSI JALAN RAYA SELAIN TOL 1 INDUSTRI PENGOLAHAN DAN PENGAWETAN LAINNYA BUAH-BUAHAN DAN SAYURAN 1 INDUSTRI KOPRA, TEPUNG DAN PELET KELAPA 1 PERPUSTAKAAN DAN ARSIP 1 ANGKUTAN LAUT LUAR NEGERI UNTUK PENUMPANG 1 PERKEBUNAN KARET DAN TANAMAN PENGHASIL GETAH LAINNYA 1 ANGKUTAN UDARA BERJADWAL UNTUK PENUMPANG 1 AKTIVITAS PENGOLAHAN DATA 1 EKSTRAKSI GARAM 1 PERDAGANGAN BESAR HASIL PERIKANAN 1 JASA NILAI TAMBAH TELEPONI DAN JASA MULTIMEDIA 1 PERTANIAN TANAMAN UNTUK BAHAN MINUMAN LAINNYA 1 PERDAGANGAN ECERAN MELALUI PEMESANAN POS ATAU INTERNET 1 PERTAMBANGAN PASIR BESI DAN BIJIH BESI 1 REAL ESTATE GEDUNG RUMAH TOKO (RUKO) ATAU RUMAH KANTOR (RUKAN) 1 AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI MESIN DAN PERALATAN KONSTRUKSI DAN TEKNIK SIPIL 1 KONSTRUKSI PERUMAHAN SEDERHANA BANK TABUNGAN NEGARA 1 PERTANIAN SAYURAN, BUAH DAN ANEKA UMBI LAINNYA 1 INDUSTRI PENGOLAHAN DAN PENGAWETAN IKAN DAN BIOTA AIR 1 PERDAGANGAN BESAR BERAS 1 INDUSTRI MESIN TEKSTIL, PAKAIAN JADI DAN PRODUK KULIT 1 INDUSTRI BAHAN BAKAR DAN MINYAK PELUMAS HASIL PENGILANGAN MINYAK BUMI 1 PERTANIAN TANAMAN HIAS 1 AKTIVITAS PENUNJANG PERTAMBANGAN MINYAK BUMI DAN GAS ALAM 1 PENGELOLAAN AIR 1 PERDAGANGAN BESAR ATAS DASAR BALAS JASA (fee) ATAU KONTRAK 1 RUMAH TANGGA UNTUK KEPERLUAN YANG TIDAK DIKLASIFIKASIKAN DI TEMPAT LAIN 1 AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI ALAT TRANSPORTASI UDARA 1 PERTAMBANGAN MINYAK BUMI DAN GAS ALAM 1 PENANGKAPAN IKAN LAINNYA 1 PERDAGANGAN BESAR HASIL PERTANIAN DAN HEWAN HIDUP LAINNYA 1 RUMAH TANGGA UNTUK PEMILIKAN KOMPUTER DAN ALAT KOMUNIKASI 1 INDUSTRI ALAT UKUR WAKTU 1 KONSTRUKSI GEDUNG PERBELANJAAN PASAR INPRES 1 REAL ESTAT ATAS DASAR BALAS JASA (fee) ATAU KONTRAK 1 PERDAGANGAN ECERAN BARANG KERAJINAN DAN LUKISAN DI TOKO 1 INDUSTRI TEMPE DAN TAHU KEDELAI 1 KONSTRUKSI JALAN TOL 1 INDUSTRI BATU BATERAI DAN AKUMULATOR LISTRIK 1 AKTIVITAS TELEKOMUNIKASI LAINNYA YTDL 1 PERTAMBANGAN MINERAL, BAHAN KIMIA DAN BAHAN PUPUK 1 PERDAGANGAN ECERAN KHUSUS BARANG BUDAYA DAN REKREASI DI TOKO KHUSUS 1 AKTIVITAS PENUNJANG ASURANSI DAN DANA PENSIUN 1 PERDAGANGAN BESAR ALAT LABORATORIUM, FARMASI DAN KEDOKTERAN 1 INDUSTRI PENGOLAHAN TEMBAKAU LAINNYA 1 KONSTRUKSI BANGUNAN ELEKTRIKAL DAN KOMUNIKASI LAINNYA 1 AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI BARANG PRIBADI DAN RUMAH TANGGA 1 SEWA GUNA USAHA DENGAN HAK OPSI 1 PENELITIAN DAN PENGEMBANGAN ILMU PENGETAHUAN SOSIAL DAN HUMANIORA 1 INDUSTRI PENGOLAHAN SUSU, PRODUK DARI SUSU DAN ES KRIM 1 PERDAGANGAN BESAR PUPUK DAN PRODUK AGROKIMIA 1 INDUSTRI FARMASI, PRODUK OBAT KIMIA DAN OBAT TRADISIONAL 1 PERDAGANGAN BIJI KELAPA SAWIT 1 PERTANIAN BUAH JERUK 1 AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI MESIN KANTOR DAN PERALATANNYA 1 INDUSTRI PERALATAN KOMUNIKASI 1 REAL ESTATE LAINNYA 1 AKTIVITAS TELEKOMUNIKASI DENGAN KABEL, TANPA KABEL DAN SATELIT 1 ANGKUTAN PENYEBERANGAN UNTUK PENUMPANG 1 PERDAGANGAN ECERAN KAKI LIMA DAN LOS PASAR TEKSTIL, PAKAIAN DAN ALAS KAKI 1 PERDAGANGAN BESAR BAHAN MAKANAN DAN MINUMAN HASIL PERTANIAN LAINNYA 1 INDUSTRI PERALATAN RUMAH TANGGA 1 INDUSTRI LOGAM DASAR BESI DAN BAJA 1 PENYIAPAN LAHAN LAINNYA DAN PEMBONGKARAN 1 INDUSTRI MINYAK MENTAH DAN LEMAK NABATI DAN HEWANI LAINNYA 1 PERKEBUNAN TEBU 1 Name: SektorEkonomi, dtype: int64 ['AKTIVITAS JASA PERORANGAN LAINNYA' 'RUMAH TANGGA UNTUK PEMILIKAN MOBIL RODA EMPAT' 'BUKAN LAPANGAN USAHA LAINNYA' 'RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL S.D. TIPE 21' 'INDUSTRI PERALATAN IRADIASI, ELEKTROMEDIKAL DAN ELEKTROTERAPI' 'AKTIVITAS HUKUM DAN AKUNTANSI' 'PERDAGANGAN MOBIL' 'INDUSTRI PEMBUATAN KAPAL DAN PERAHU' 'AKTIVITAS ORGANISASI KEANGGOTAAN LAINNYA YTDL' 'PERDAGANGAN ECERAN KHUSUS BARANG DAN BAHAN BANGUNAN, CAT DAN KACA DI TOKO' 'REAL ESTATE PERUMAHAN SEDERHANA PERUMNAS TIPE 22 S.D. 70' 'ANGKUTAN UDARA BERJADWAL UNTUK PENUMPANG' 'PERDAGANGAN ECERAN KAKI LIMA DAN LOS PASAR MAKANAN, MINUMAN DAN PRODUK TEMBAKAU HASIL INDUSTRI PENGOLAHAN' 'AKTIVITAS KANTOR BERITA' 'AKTIVITAS PROFESIONAL, ILMIAH DAN TEKNIS LAINNYA' 'PERDAGANGAN BESAR PRODUK LAINNYA YTDL' 'PERDAGANGAN ECERAN KHUSUS MAKANAN, MINUMAN DAN TEMBAKAU LAINNYA DI TOKO' 'AKTIVITAS PELAYANAN KESEHATAN MANUSIA LAINNYA' 'AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI MESIN KANTOR DAN PERALATANNYA' 'INDUSTRI KAYU LAPIS, VENEER DAN SEJENISNYA' 'REAL ESTATE LAINNYA' 'RUMAH TANGGA UNTUK PEMILIKAN KENDARAAN BERMOTOR LAINNYA' 'RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN TIPE DIATAS 70' 'PETERNAKAN UNGGAS' 'PERANTARA MONETER' 'ANGKUTAN PENYEBERANGAN UNTUK PENUMPANG' 'ADMINISTRASI PEMERINTAHAN DAN KEBIJAKAN EKONOMI DAN SOSIAL' 'PERDAGANGAN ECERAN KAKI LIMA DAN LOS PASAR TEKSTIL, PAKAIAN DAN ALAS KAKI' 'KONSTRUKSI BANGUNAN SIPIL LAINNYA YTDL' 'PENDIDIKAN LAINNYA' 'INDUSTRI PRODUK MAKANAN LAINNYA' 'PERKEBUNAN BUAH KELAPA SAWIT' 'PENYIAPAN LAHAN LAINNYA DAN PEMBONGKARAN' 'PENDIDIKAN TINGGI' 'AKTIVITAS TELEKOMUNIKASI DENGAN KABEL, TANPA KABEL DAN SATELIT' 'AKTIVITAS BADAN INTERNASIONAL DAN BADAN EKSTRA INTERNASIONAL LAINNYA' 'INDUSTRI PERALATAN PENGONTROL DAN PENDISTRIBUSIAN LISTRIK' 'KONSTRUKSI JALAN TOL' 'INDUSTRI SUKU CADANG DAN AKSESORI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH' 'INDUSTRI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH' 'KONSTRUKSI GEDUNG LAINNYA' 'INDUSTRI PERALATAN FOTOGRAFI DAN INSTRUMEN OPTIK BUKAN KACA MATA' 'INDUSTRI ALAT UKUR WAKTU' 'KONSTRUKSI GEDUNG PERBELANJAAN PASAR INPRES' 'RESTORAN DAN RUMAH MAKAN' 'INDUSTRI MESIN PENAMBANGAN, PENGGALIAN DAN KONSTRUKSI' 'PERDAGANGAN ECERAN BARANG KERAJINAN DAN LUKISAN DI TOKO' 'PENGGALIAN BATU, PASIR DAN TANAH LIAT' 'PERTAMBANGAN MINYAK BUMI DAN GAS ALAM' 'INDUSTRI BATU BATERAI DAN AKUMULATOR LISTRIK' 'RUMAH TANGGA UNTUK PEMILIKAN SEPEDA BERMOTOR' 'INDUSTRI SEPEDA MOTOR RODA DUA DAN TIGA' 'PENDIDIKAN MENENGAH' 'AKTIVITAS PENUNJANG ANGKUTAN' 'RUMAH TANGGA UNTUK PEMILIKAN RUMAH TOKO (RUKO) ATAU RUMAH KANTOR (RUKAN)' 'INDUSTRI TEKSTIL LAINNYA' 'PENYEDIAAN AKOMODASI LAINNYA' 'PERDAGANGAN ECERAN KHUSUS BARANG LAINNYA YTDL' 'INDUSTRI FURNITUR' 'PERDAGANGAN ECERAN KHUSUS BAHAN BAKAR KENDARAAN BERMOTOR' 'AKTIVITAS POS DAN KURIR' 'PERDAGANGAN BESAR ALAT LABORATORIUM, FARMASI DAN KEDOKTERAN' 'INDUSTRI PENGOLAHAN TEMBAKAU LAINNYA' 'PENDIDIKAN DASAR DAN PENDIDIKAN ANAK USIA DINI' 'HOTEL BINTANG' 'INDUSTRI PERALATAN KOMUNIKASI' 'PERDAGANGAN ECERAN YANG UTAMANYA MAKANAN, MINUMAN ATAU TEMBAKAU DI TOKO' 'RUMAH TANGGA UNTUK KEPERLUAN YANG TIDAK DIKLASIFIKASIKAN DI TEMPAT LAIN' 'RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA LAINNYA' 'PERDAGANGAN BESAR TEKSTIL, PAKAIAN DAN ALAS KAKI LAINNYA' 'ASURANSI, REASURANSI DAN DANA PENSIUN, BUKAN JAMINAN SOSIAL WAJIB' 'RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL TIPE DIATAS 21 S.D. 70' 'RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL TIPE DIATAS 70' 'AKTIVITAS PENUNJANG ASURANSI DAN DANA PENSIUN' 'RUMAH TANGGA UNTUK PEMILIKAN TELEVISI, RADIO, DAN ALAT ELEKTRONIK' 'PERDAGANGAN ECERAN KHUSUS BAHAN KIMIA, BARANG FARMASI, ALAT KEDOKTERAN, PARFUM DAN KOSMETIK DI TOKO' 'PERDAGANGAN ECERAN KHUSUS BARANG BUDAYA DAN REKREASI DI TOKO KHUSUS' 'PERTAMBANGAN MINERAL, BAHAN KIMIA DAN BAHAN PUPUK' 'AKTIVITAS TELEKOMUNIKASI LAINNYA YTDL' 'PERDAGANGAN ECERAN KHUSUS KOMODITI MAKANAN DARI HASIL PERTANIAN DI TOKO' 'AKTIVITAS RUMAH SAKIT' 'INDUSTRI TEMPE DAN TAHU KEDELAI' 'PERDAGANGAN ECERAN BERBAGAI MACAM BARANG YANG DIDOMINASI OLEH BARANG BUKAN MAKANAN DAN TEMBAKAU DI TOKO' 'RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN TIPE DIATAS 21 S.D. 70' 'AKTIVITAS KONSULTASI KOMPUTER DAN MANAJEMEN FASILITAS KOMPUTER' 'PENANGKAPAN BIOTA AIR LAINNYA DI LAUT' 'REAL ESTAT ATAS DASAR BALAS JASA (fee) ATAU KONTRAK' 'PERDAGANGAN BESAR GULA, COKLAT DAN KEMBANG GULA' 'PERDAGANGAN BESAR BAHAN KONSTRUKSI LAINNYA' 'RUMAH TANGGA UNTUK PEMILIKAN KOMPUTER DAN ALAT KOMUNIKASI' 'PERDAGANGAN BESAR HASIL PERTANIAN DAN HEWAN HIDUP LAINNYA' 'PERDAGANGAN KAYU' 'INDUSTRI SEMEN, KAPUR DAN GIPS' 'PERTAMBANGAN DAN PENGGALIAN LAINNYA YTDL' 'PENANGKAPAN IKAN LAINNYA' 'INDUSTRI PENGGILINGAN SERELIA DAN BIJI-BIJIAN LAINNYA (BUKAN BERAS DAN JAGUNG)' 'INDUSTRI PAKAIAN JADI DAN PERLENGKAPANNYA, BUKAN PAKAIAN JADI DARI KULIT BERBULU' 'KONSTRUKSI BANGUNAN ELEKTRIKAL DAN KOMUNIKASI LAINNYA' 'PERDAGANGAN BESAR BARANG KEPERLUAN RUMAH TANGGA LAINNYA' 'PENYEDIAAN MAKANAN DAN MINUMAN LAINNYA' 'PERDAGANGAN SUKU CADANG DAN AKSESORI MOBIL' 'AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI BARANG PRIBADI DAN RUMAH TANGGA' 'INDUSTRI BARANG KIMIA LAINNYA YTDL' 'PERDAGANGAN ECERAN KHUSUS PAKAIAN, ALAS KAKI DAN BARANG DARI KULIT DI TOKO' 'INDUSTRI MESIN KEPERLUAN KHUSUS LAINNYA' 'INDUSTRI MINYAK MENTAH DAN LEMAK NABATI DAN HEWANI LAINNYA' 'RUMAH TANGGA UNTUK PEMILIKAN PERALATAN LAINNYA' 'INDUSTRI BARANG DARI PLASTIK' 'INDUSTRI LOGAM DASAR BESI DAN BAJA' 'INDUSTRI KABEL DAN PERLENGKAPANNYA' 'PERDAGANGAN ECERAN KHUSUS TEKSTIL DI TOKO' 'INDUSTRI KERTAS DAN PAPAN KERTAS BERGELOMBANG DAN WADAH DARI KERTAS DAN PAPAN KERTAS' 'INDUSTRI PERALATAN RUMAH TANGGA' 'AKTIVITAS PRODUKSI GAMBAR BERGERAK, VIDEO DAN PROGRAM TELEVISI' 'INDUSTRI ROKOK DAN PRODUK TEMBAKAU LAINNYA' 'PERDAGANGAN BESAR BAHAN MAKANAN DAN MINUMAN HASIL PERTANIAN LAINNYA' 'INDUSTRI PENGOLAHAN LAINNYA' 'AKTIVITAS JASA KEUANGAN LAINNYA YTDL, BUKAN ASURANSI DAN DANA PENSIUN' 'ANGKUTAN LAUT DALAM NEGERI UNTUK PENUMPANG' 'AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI ALAT TRANSPORTASI DARAT BUKAN KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH' 'PERTANIAN PADI' 'AKTIVITAS SOSIAL' 'PERDAGANGAN SUKU CADANG SEPEDA MOTOR DAN AKSESORINYA' 'INDUSTRI BUBUR KERTAS, KERTAS DAN PAPAN KERTAS' 'PENELITIAN DAN PENGEMBANGAN ILMU PENGETAHUAN SOSIAL DAN HUMANIORA' 'INDUSTRI PENGECORAN BESI DAN BAJA' 'INDUSTRI BARANG LOGAM SIAP PASANG UNTUK BANGUNAN, TANGKI, TANDON AIR DAN GENERATOR UAP' 'AKTIVITAS PENUNJANG JASA KEUANGAN LAINNYA' 'PETERNAKAN LAINNYA' 'INDUSTRI PRODUK ROTI DAN KUE' 'PERTANIAN BUAH JERUK' 'PERDAGANGAN BIJI KELAPA SAWIT' 'PENYIAPAN TANAH PEMUKIMAN TRANSMIGRASI (PTPT)' 'INDUSTRI PUPUK DAN BAHAN SENYAWA NITROGEN' 'PERDAGANGAN BESAR BAHAN BAKAR PADAT, CAIR DAN GAS DAN PRODUK YBDI' 'INDUSTRI FARMASI, PRODUK OBAT KIMIA DAN OBAT TRADISIONAL' 'PENGADAAN DAN DISTRIBUSI GAS ALAM DAN BUATAN' 'PERTANIAN JAGUNG' 'PERDAGANGAN BESAR PUPUK DAN PRODUK AGROKIMIA' 'INSTALASI SISTEM KELISTRIKAN, AIR (PIPA) DAN INSTALASI KONSTRUKSI LAINNYA' 'INDUSTRI PENGOLAHAN SUSU, PRODUK DARI SUSU DAN ES KRIM' 'SEWA GUNA USAHA DENGAN HAK OPSI' 'INDUSTRI BARANG LAINNYA DARI KAYU; INDUSTRI BARANG DARI GABUS DAN BARANG ANYAMAN DARI JERAMI, ROTAN, BAMBU DAN SEJENISNYA' 'AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI ALAT TRANSPORTASI UDARA' 'PERTAMBANGAN BATU BARA DAN LIGNIT' 'KONSTRUKSI JALAN RAYA SELAIN TOL' 'INDUSTRI KOPRA, TEPUNG DAN PELET KELAPA' 'INDUSTRI PENGOLAHAN DAN PENGAWETAN LAINNYA BUAH-BUAHAN DAN SAYURAN' 'RUMAH TANGGA UNTUK PEMILIKAN FURNITUR DAN PERALATAN RUMAH TANGGA' 'RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN RUKO/RUKAN' 'PERKEBUNAN TANAMAN OBAT/BAHAN FARMASI' 'INDUSTRI MINUMAN' 'ANGKUTAN LAUT LUAR NEGERI UNTUK PENUMPANG' 'EKSTRAKSI GARAM' 'AKTIVITAS PENUNJANG PERTAMBANGAN MINYAK BUMI DAN GAS ALAM' 'INDUSTRI BAHAN BAKAR DAN MINYAK PELUMAS HASIL PENGILANGAN MINYAK BUMI' 'INDUSTRI KAROSERI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH DAN INDUSTRI TRAILER DAN SEMI TRAILER' 'INDUSTRI MESIN TEKSTIL, PAKAIAN JADI DAN PRODUK KULIT' 'RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN S.D. TIPE 21' 'PERTAMBANGAN PASIR BESI DAN BIJIH BESI' 'PERDAGANGAN ECERAN MELALUI PEMESANAN POS ATAU INTERNET' 'RUMAH TANGGA UNTUK PEMILIKAN TRUK DAN KENDARAAN BERMOTOR RODA ENAM ATAU LEBIH' 'JASA NILAI TAMBAH TELEPONI DAN JASA MULTIMEDIA' 'INDUSTRI KOMPUTER DAN PERLENGKAPANNYA' 'AKTIVITAS PENGOLAHAN DATA' 'PENGELOLAAN AIR' 'PERTANIAN TANAMAN UNTUK BAHAN MINUMAN LAINNYA' 'REAL ESTATE GEDUNG RUMAH TOKO (RUKO) ATAU RUMAH KANTOR (RUKAN)' 'AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI MESIN DAN PERALATAN KONSTRUKSI DAN TEKNIK SIPIL' 'KONSTRUKSI PERUMAHAN SEDERHANA BANK TABUNGAN NEGARA' 'PERTANIAN SAYURAN, BUAH DAN ANEKA UMBI LAINNYA' 'INDUSTRI PENGOLAHAN DAN PENGAWETAN IKAN DAN BIOTA AIR' 'PERDAGANGAN BESAR BERAS' 'PERTANIAN TANAMAN HIAS' 'PERDAGANGAN BESAR ATAS DASAR BALAS JASA (fee) ATAU KONTRAK' 'PERDAGANGAN BESAR HASIL PERIKANAN' 'PERDAGANGAN KARET' 'RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN RUMAH TINGGAL TIPE DIATAS 70' 'PERTANIAN TANAMAN SEMUSIM LAINNYA YTDL' 'PERPUSTAKAAN DAN ARSIP' 'PERKEBUNAN KARET DAN TANAMAN PENGHASIL GETAH LAINNYA' 'RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN APARTEMEN TIPE 22 S.D 70' 'PERKEBUNAN TEBU']
print(df.SupplierId.value_counts(dropna = False))
plt.subplot(1,2,1)
df.SupplierId.value_counts(dropna= False).plot.bar()
plt.xlabel('SupplierId')
plt.ylabel('Amount')
plt.subplot(1,2,2)
prob=df['SupplierId'].value_counts(normalize=True, dropna= False).round(4) * 100
threshold=0.3
mask=prob>threshold
tail_prob=prob.loc[~mask].sum()
prob=prob.loc[mask]
prob['OTHER']=tail_prob
prob.plot.bar()
plt.xlabel('SupplierId')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.SupplierId.unique())
5410035SBY 1727 5100116BDG 1520 5210113BDG 1430 57300028 1286 5720008PLB 1239 99900215 1171 51600040 1136 5210111BDG 1110 51400119 1091 5460022DNP 1006 51400379 929 57100013 924 5100269JUT 922 5720015PLB 812 5140156JTM 785 54100064 784 51400421 763 51600077 745 5150170GGD 695 57100003 685 50400017 676 99900030 669 52100093 658 5160006DMG 656 54100131 654 5720013PLB 644 50600015 642 54300001 639 5720011AYA 625 5140182DPK 617 5100097KBJ 617 51400223 613 54600033 604 5610017TPL 603 5100180BKS 600 57100019 599 5140249JKS 581 5210092BDG 570 56100006 569 5140010JPS 560 54100115 558 5160014JKS 547 5710011SEI 545 5350034SMG 545 5210110BDG 543 5140350KGD 538 54100139 537 5100174DMG 532 57200004 531 51400176 525 50900001 517 5100219BGR 515 5210163BDG 506 5140184KTP 502 52100022 500 57200083 489 5100181JKS 485 51800034 484 5210045BDG 482 5150142TND 481 51500102 480 57200081 477 55100040 467 51400380 465 5140174KBJ 462 57200058 462 5720002PLB 457 51600089 456 51400403 454 51400007 448 51500074 447 5100247MKS 447 5100296JKB 444 5610010MKS 440 5610027MKS 439 5100002JPS 438 5150143JKS 428 53500002 427 5410219SBY 427 51400138 426 51400358 422 54100067 421 51800031 414 5140278JKB 413 5410015SBY 408 57300029 407 5100223BTR 406 57100086 404 5210157BDG 401 54100018 398 50900004 395 51500091 394 99900250 393 99900607 389 51400410 389 51400142 386 99900108 385 52100082 381 5100021DMG 381 5170005BKS 374 5410173SBY 372 5610018MKS 370 5100110JKS 369 5100180YOS 366 5410157SBY 365 51100003 362 52100030 362 5340070WHN 359 51400333 356 51400481 351 51400257 351 5140174JTM 351 5610009RIB 349 99900048 346 5720014PLB 346 5140182BKS 336 5100268JUT 333 51500080 332 5410154BAS 331 53100026 326 51400502 326 99900479 322 51500176 317 5100196JKB 317 5610020MKS 316 5100005TGR 315 57200096 315 50400018 313 52100037 309 54600024 309 5410155YAN 309 5100180KGD 307 5350077SMG 302 5140174BTL 299 52200075 299 51400476 295 5410154AHM 295 51400207 294 51400121 293 53500018 292 5350117SMG 288 5100180JUT 288 51500075 285 51500146 284 5710422TAM 283 52100015 281 5410064SDA 280 5100005JKP 279 51800040 277 51400455 275 5140174JKS 275 5160009FTM 274 51400161 274 55100001 272 5720021PLB 270 51500118 269 5100180JKP 268 5210110ABD 268 5140174KGD 264 57100043 262 54100022 260 5100012JUT 256 51400382 256 99900131 256 51400545 252 5460021DNP 250 5150180JRK 248 57300065 246 54600038 245 51600091 240 51400251 240 51800054 238 51300053 238 53500004 234 51400342 234 51400131 233 5410155DAI 232 52300002 232 5150068TGR 232 51400454 232 57300109 231 5150109MTH 230 51400141 230 99900155 229 5160031BSD 228 51600088 228 51500078 227 5140182PSM 226 50800010 225 54400016 224 51400329 223 54600025 222 51400262 221 5410155PCD 220 5160084KGD 220 5310166YOG 219 99900017 219 50600012 216 55200020 214 5320155SLO 211 5150069JKS 209 53100025 208 56200012 208 5720030PLB 207 5160085TGR 205 52200087 204 5410155BAS 204 5310024YOG 202 99900126 202 54300024 201 57100012 201 5710021ADM 200 52200063 200 54200004 200 51400472 199 5100125KBJ 197 5150140JTM 196 5410155KTJ 196 99900043 196 5100012PLT 195 99900122 193 52100099 191 51400310 191 51500055 191 99900113 191 5210140SKT 191 99900083 191 5410146SBY 188 5720003PLB 187 5410155JMS 186 5140219KGD 185 50500024 185 5160038STR 184 5160198CLD 181 51800015 180 57300025 179 99900297 178 5100287CBR 178 51400160 177 51400453 177 5140167JUT 176 5160010KGD 174 5100190PSM 173 51400486 170 51600031 169 5150092JUT 169 51400313 168 51600019 168 5310140YOG 168 51400072 167 5100177JKB 167 51400139 166 5310054YOG 164 51500094 163 5170032JKP 163 51600035 163 55100020 163 52100021 163 5210140AAF 162 51800039 162 99900649 161 54200026 161 5460019DNP 161 54100062 159 54100023 159 51100019 159 50700010 157 51400425 157 53500024 157 5610009URI 156 99900187 156 57100001 156 55200022 155 51400078 155 5410053SBY 155 51600100 155 5140169JUT 154 51400547 154 52200081 154 51400271 153 54300022 152 51400149 151 5310165YOG 151 50500011 151 51800067 151 57300114 150 5140168JKP 149 51800058 149 51400350 148 53100032 148 99900164 148 50400013 148 5140012BPN 148 5140165PIK 148 99900520 148 52200047 147 51400124 147 99900519 147 54300003 146 55200023 146 56100065 145 5510010SMR 144 52100060 144 53100006 144 51400433 143 5350094MJP 143 51400114 143 55200024 143 57200003 142 5100125JTM 142 51800032 142 51400378 142 51400408 141 57300098 141 5510014SMR 141 51400005 140 52100016 140 5410155WAR 139 50800004 138 5100021KNR 138 54300009 137 51500243 137 5160023JKS 136 5320157SKH 136 51400258 136 51400130 135 5460031DNP 135 51500104 135 99900627 134 50500008 134 5140256JKP 134 51600047 133 54100011 133 57300129 133 5150144JKB 133 5150058JKU 132 51400196 132 54100102 132 5610006MKS 132 5460010TBN 132 51400054 132 57500012 131 5100012LPG 130 99900016 130 99900288 130 5160059JKS 130 51400133 129 5140182JKB 129 57100036 128 5170008JUT 128 51500003 128 50100079 127 5460034DNP 127 5410155MHD 127 99900580 127 5140351KGD 127 54100068 126 52100051 126 57400023 126 5410166SUD 126 57300057 126 5140165JKP 125 5150012JND 125 51600113 124 54100136 124 57200115 123 99900070 123 51400391 123 5160010JKP 123 5610007MKS 123 51400175 122 50500047 122 51600083 122 5140312JKB 120 57100011 120 51500079 120 57100015 119 5610007ALA 119 51800002 118 50500005 118 50800002 117 54300007 117 51500007 117 5350094KGW 116 5410099SBY 116 5610007HOS 115 50100098 114 5410154SBY 114 5100021JUT 113 51800022 113 5410210SBY 112 50700018 111 5450148MLG 111 54600015 111 99900069 111 5350120SMG 111 5100285JKS 110 5100001TBT 110 5140080BKS 110 5140180JKT 110 5100012BGR 109 5320033SLO 109 5230086CRB 109 51600095 109 53500038 109 53100010 109 51500143 109 5410262SBY 107 54400015 107 54600073 107 57300124 106 52200013 106 51700009 105 57500003 104 54100039 104 99900372 104 52200077 104 57300127 103 5710006MDN 102 5100012JTU 102 5160092JKB 102 5140179DAN 101 56100009 99 5210161KGD 99 52100058 99 51100052 99 54600047 99 99900010 99 51500110 98 50900009 98 99900139 98 99900642 97 51400320 97 5140101JTM 96 56200025 94 57500001 94 51400166 93 50000002 93 99900128 93 51500099 92 52100017 91 51600076 91 51600097 91 51400326 91 51500052 91 5150107JTM 90 5410263SBY 89 54600045 88 99900583 88 5100293JKS 88 99900630 88 51400123 88 52100077 87 53500015 86 53500065 86 51400295 86 51800007 85 57300118 85 55200013 85 99900012 84 56100063 84 99900044 84 5140356JKT 84 55100026 83 57100102 83 5460009VET 82 57300116 82 56100058 82 5350115JKS 82 51400343 82 51600008 81 99900939 81 54600030 81 5460004DNP 81 5410021SBY 81 56200030 81 51400479 81 51600059 80 51400426 80 5150144MTR 79 5140179GLD 79 54100142 79 5450016BRT 79 53100034 79 5210179BDG 79 5100288JKT 78 99900565 78 5160006CBR 78 51800036 77 5350094GMB 77 57100137 77 54600043 77 50200014 77 5510006SMR 76 5140294KGD 76 5140245DMG 75 5100284MND 75 55100048 75 5350105PWT 75 57300125 75 55300014 75 5140314JKB 74 50000001 74 5410201SBY 74 51700012 74 54400019 74 52100100 74 5160044BGR 74 99901063 73 51400366 73 51500023 73 52100019 73 99900107 73 5510013BPN 72 5710014MDN 72 5100196JKS 72 5100265KGD 72 5310150SLO 72 51400404 72 51300070 72 50600009 72 56200021 71 51400182 71 51000015 71 54100063 71 52100011 71 51400538 71 51400220 71 51600101 70 51600123 70 55100015 70 99900344 70 99900471 69 52100098 69 5450026MLG 69 99900697 69 51500039 69 51500017 69 55100027 68 99900041 68 50600020 68 50500048 68 55200031 68 52100001 68 99900671 67 5160063CKR 67 51400093 67 99900847 67 51400331 66 5210149BDG 66 54100051 66 51600067 66 99900755 65 99900027 65 54100137 65 5140179MKR 64 5100239JTM 64 51500198 64 99900865 64 52200085 64 51400034 64 51800060 63 51400369 63 5100062JPS 63 5150134DPK 63 51800001 63 51300006 63 54100002 62 52100048 62 53500056 62 5350116SMG 62 52100104 62 51800045 62 51500057 61 57100034 61 51500195 61 99900430 61 52100067 61 5460028DNP 61 5510005SMR 61 54600040 61 99900331 60 51600116 60 56200016 59 51600073 59 52100113 59 53500068 58 54400012 58 5170010MGD 58 51800065 58 5160017JUT 58 54600075 57 99900926 57 54300011 57 99900646 57 53500008 56 52200084 56 57100128 56 51400122 56 5210108BDG 55 5310169YOG 55 5160211SRP 55 51500053 55 56200022 55 57600001 55 57300131 55 57300055 55 54100016 55 99900090 54 57200092 53 5140179YOS 53 54600037 53 56100013 53 53500058 53 99900324 53 99900609 53 56100046 53 5350159MTH 52 51600132 52 51400088 52 5140179JKS 51 5350103SMG 51 51500046 51 5160203CBR 51 52100036 51 51800048 51 53500013 51 57100083 51 5350094PMD 51 51500112 51 51500205 50 99900599 50 57100028 50 53100035 50 57100010 49 52200058 49 51800061 49 99900228 49 57200014 49 51800041 49 50800008 49 53500057 49 51400279 49 57200110 48 52100101 48 99900015 48 56100068 48 51600048 48 99900193 48 99900617 48 51400434 47 50100082 47 56200004 47 51700004 47 54600081 47 51400163 46 55200002 46 5410227DNP 46 99900914 46 50700017 46 57300123 46 5410183SBY 46 51800005 46 99900638 46 53200008 46 51400475 46 50900003 45 54100113 45 99900674 45 50600011 45 51000025 45 99900320 45 51500140 45 5100163JKP 45 5310154MAG 44 5100012JKB 44 99900543 44 51800044 44 54100093 44 57400027 43 5160007JTM 43 52100009 43 5460033DNP 43 5140179BKS 43 50900011 42 99900682 42 5410250DNP 42 5140259JKB 42 50200045 42 5410252SBY 42 57100052 42 50500027 42 57500002 41 51400550 41 5140218KGD 41 54300017 41 5720029PLB 41 51400106 41 51500199 41 5150121TGR 41 51500013 41 99900266 41 57400018 40 52300006 40 99900696 40 55300004 40 54400017 40 99901075 39 52400014 39 99901447 39 56100054 39 5140178JKP 39 54100077 39 5150126JKS 38 5160013KBY 38 50900010 38 99900976 38 51400513 38 51800027 38 99901199 38 51400284 38 51300020 38 99900170 38 99900705 38 51400527 38 51200033 38 51400308 38 99901800 38 53100028 38 5150190TGR 38 99900209 37 51800053 37 52400007 37 51400552 37 51300064 37 51500107 37 99900121 37 5610039BUL 37 99900894 37 5310160JKT 36 51500035 36 57200087 36 51700003 36 57100106 36 5210168BDG 36 51100057 35 5100134JKS 35 52100076 35 51500086 35 51500093 35 99900738 35 57100089 35 56100025 34 51200028 34 51100056 34 50800009 34 5710005NIB 34 5150144JTM 34 52100040 34 50700024 34 56100029 34 5100012TGR 33 99900777 33 99900321 33 53500052 33 51600122 32 5410063SBY 32 5710025MDN 32 54100104 32 51400057 32 55100009 32 54300010 32 5140042KGD 32 5310161JKP 32 50700012 32 99900573 31 50800014 31 50500052 31 51500038 31 50200039 31 54300002 31 51600104 31 50300015 31 50700005 31 51800047 31 57100072 31 51400549 31 51800071 31 99900071 31 56100023 30 54200015 30 56200006 30 5160019JPS 30 52100092 30 99900046 30 56200029 30 52300009 29 5410155SDR 29 57300008 29 51400189 29 57100027 29 50600014 29 51500100 29 99901142 29 51800072 29 52100066 29 99900667 29 51100017 28 5510008SMR 28 54100150 28 50500051 28 99900148 28 51500036 28 51600082 28 51400003 28 5150109JKB 28 51800011 28 5710021GTS 28 52200082 28 52100047 28 52200062 28 51100043 28 5340050PWT 28 53100038 28 5450164JBR 28 56200015 28 52400018 28 99900455 27 51400388 27 51400352 27 57100126 27 57300107 27 99900673 27 99900955 27 54300025 27 54600078 27 51500070 27 99901044 27 5160022JKP 27 52100034 27 54600034 26 57300119 26 5310158MGL 26 57300132 26 51500134 26 51400179 26 99901437 26 53100027 26 5150107JKS 26 54100106 26 51500098 26 51600027 26 99900878 26 54600085 26 52100043 26 51600084 25 54200018 25 51700013 25 5150187JTM 25 50200023 25 5340412CLC 25 53500046 25 50600001 25 99901040 25 51300033 25 52200069 25 99901589 25 5140343KGD 25 52100075 25 51200008 25 5710006GPS 25 51600045 24 99901162 24 53200005 24 5350096SMG 24 99900119 24 52300003 24 54100055 24 99900354 24 56200018 24 99900410 24 57200095 23 5510029SMR 23 99900074 23 5720007PLM 23 51400069 23 5310171YOG 23 5410236SBY 23 5350093SMG 23 51400514 23 99900598 23 56100032 23 54600105 23 57100105 23 5350167SMG 22 54600074 22 51600128 22 54100144 22 51400437 22 51100022 22 51100048 22 57300056 22 5140177JTM 22 57300126 22 5140247JKB 22 54300029 22 56100040 22 51500021 22 51400112 22 54100169 22 52200086 22 99901682 22 5140262JKP 22 99900484 22 52200089 21 51600009 21 54100157 21 51800051 21 51400281 21 50800013 21 99900024 21 51400085 21 51400336 21 5410016RNG 21 5150181JKP 21 53200006 21 5350118SMG 21 57100108 21 51600126 21 52100038 21 99901603 21 51500135 20 57500010 20 99900298 20 51400496 20 99900033 20 5100232JKS 20 53100039 20 51400517 20 99900256 20 99901132 20 50500013 20 51400516 20 5100260BLK 20 99901000 20 5140190JTM 20 52200076 20 54100052 20 99900047 20 51400515 20 50100042 19 54600054 19 51500012 19 52300005 19 52300011 19 51200045 19 99900077 19 57500013 19 57300036 19 5710010YAM 19 56100030 19 54600091 18 5410154MLG 18 5350154KDS 18 51400395 18 51800021 18 5210142JKS 18 99900125 18 5160424TNG 18 51000019 18 50600013 18 57100103 18 51600074 18 99900055 18 99900085 18 50400009 18 51600102 18 51500064 17 50100097 17 50900007 17 5510007SMR 17 52100013 17 57100120 17 50700013 17 99901166 17 99900418 17 99901008 17 54200030 17 57200123 17 5100182JKU 17 5150099JKS 17 52200017 17 55200021 17 51500048 17 99901641 17 51500114 17 51400322 16 99900063 16 57300130 16 51500119 16 51700005 16 52100089 16 51400113 16 99900406 16 50300043 16 52200031 16 99901108 16 51500231 16 51400466 16 99901015 16 99901037 16 99900120 16 54200034 15 53100011 15 5610011MKS 15 57100138 15 99900966 15 99900631 15 50200022 15 50700023 15 54600039 15 57200106 15 57300038 15 99900066 15 51400521 15 50500033 15 57100088 15 54600019 15 51500089 15 53500031 15 99900605 15 5450128KDR 15 5410296SBY 15 55200003 15 51800037 14 5150203JKB 14 5160097CBB 14 51400519 14 50700007 14 50500009 14 99900011 14 57300097 14 99900489 14 52100083 14 54300005 14 99900393 14 99900885 14 5160046KMY 14 56100053 14 57100075 14 51100054 14 99900006 14 54100156 14 5350094SLT 14 57100094 13 99900836 13 51600094 13 99901066 13 52100054 13 51600069 13 99900581 13 99900504 13 99901017 13 57100099 13 5140231TEU 13 99901060 13 5150191JKS 13 51600046 13 50200020 13 99900065 13 57200064 13 51600109 13 5410167SBY 13 51400448 13 50700031 13 53500053 13 51400025 13 57100041 13 50400020 13 51300051 13 55300008 12 99900399 12 55100022 12 51600085 12 57100084 12 99900676 12 57100029 12 50500016 12 5460028COK 12 55300003 12 99901196 12 99901020 12 51300011 12 99900285 12 99900719 12 99901412 12 99901776 12 53100020 12 50700016 12 99901442 12 51400430 12 99900975 12 55200012 12 57300009 12 5410147SBY 12 99901779 12 52100078 12 51300062 12 52100062 12 51400153 12 99900152 12 5350100SMG 12 57300134 12 56100056 12 51400233 12 99901340 12 5160045ASH 12 53500019 12 5610013MKS 12 99901119 12 51400356 11 5310170YOG 11 51200027 11 52100032 11 52100086 11 50300013 11 5100200HAS 11 53500034 11 50100084 11 54100161 11 99900625 11 51500097 11 5410154GRE 11 51500211 11 57400028 11 52200011 11 5410114SBY 11 53500063 11 55200028 11 57100127 11 51100036 11 99900791 11 51500202 11 51400533 11 52500005 11 52100096 11 50600010 11 51400474 11 56100038 10 99901178 10 51800049 10 99901115 10 99900683 10 53200002 10 99900080 10 99901141 10 54100042 10 52300007 10 51100038 10 5140050KGD 10 51500045 10 99900371 10 51800020 10 99900594 10 50300021 10 99900893 10 50700001 10 99901430 10 54600077 10 51600111 10 99900624 10 99901222 10 56100028 10 51400351 10 59000008 10 54100149 10 5410154PRK 10 5610041MKS 10 57100071 10 57300006 10 51400277 10 57200093 10 51100004 9 51400107 9 57500007 9 54300014 9 51300044 9 51100014 9 5410155KOM 9 99901385 9 5210175PKR 9 57100032 9 57200122 9 50500025 9 99901465 9 52100119 9 51200038 9 50500034 9 52100107 9 51400128 9 99900014 9 99901866 9 51100031 9 57100074 9 57200099 9 51400129 9 5210153JKS 9 99900294 9 99900842 9 99901964 9 51600108 9 51500181 9 53100023 8 51200025 8 57200125 8 57100087 8 52100071 8 51500251 8 99901146 8 50700006 8 54600088 8 52200071 8 99900837 8 52200040 8 50100012 8 99901342 8 5140362JKU 8 99900699 8 5170010JKP 8 52400001 8 52100008 8 51400260 8 99900670 8 99900645 8 99900247 8 5350078SMG 8 51400362 8 54200024 8 51400504 8 99900109 8 99900591 8 5210109BDG 8 51400512 8 99900985 8 54200014 8 57200098 8 5210001CMD 8 99900620 8 55100050 8 51400338 8 51600063 8 5100106JKB 8 51400105 8 57100016 8 99900392 7 55100025 7 99900574 7 99900411 7 51500193 7 51300017 7 54100164 7 55200036 7 5410155SBY 7 99900472 7 51800056 7 50800007 7 57100129 7 99900554 7 51400499 7 50600016 7 52100059 7 52500001 7 5610007MAM 7 51600018 7 53500069 7 54400013 7 55200029 7 99900253 7 52300013 7 57200034 7 51600070 7 99901137 7 57100124 7 51500108 7 99900232 7 99900991 7 50700003 7 99900493 7 51800059 7 53100036 7 51800064 7 99901078 7 51500141 7 99900579 6 99900724 6 54200013 6 52400006 6 5160045KBJ 6 53100037 6 99900378 6 5310122YOG 6 52400002 6 55200001 6 51400162 6 54600084 6 99901991 6 57500005 6 5710012MDN 6 52200002 6 50500037 6 56100003 6 57200100 6 5140170JUT 6 57200075 6 5100238BDG 6 5210173KOP 6 99901553 6 5140230JKS 6 53100029 6 51400173 6 51600068 6 53500009 6 57300122 6 5150071JKP 6 57200097 6 51300049 6 51400344 6 53100045 6 50300027 6 54100160 6 54100135 6 57100142 6 57300092 5 56200023 5 99900118 5 57100033 5 51300024 5 51100015 5 99901592 5 5140268KGD 5 52500003 5 51600124 5 99900677 5 50100088 5 51400370 5 99901372 5 5100129TNG 5 53500047 5 5160025JKS 5 52100046 5 5610016KOR 5 99900009 5 50000004 5 99901100 5 52100050 5 5610032URI 5 5710015MDN 5 51200055 5 99900486 5 57200063 5 51500056 5 5150001BTR 5 5100001JKT 5 56100045 5 50400015 5 56100061 5 57200101 5 99901446 5 99901098 5 5610001MKS 5 51600062 5 54100100 5 5100001HYW 5 54300013 5 50600002 5 55200014 5 52200005 5 99901524 5 99900582 5 54100091 5 50100016 5 54100151 5 99901184 5 5160064JKP 5 54100146 5 99900698 5 57100100 5 51500172 5 99900788 5 51500209 5 57200079 5 54600027 5 51400530 5 51200020 5 5310139YOG 5 5140349KGD 4 5100001DWS 4 50100092 4 5720028PLB 4 51200013 4 99901878 4 51400543 4 54100017 4 56100014 4 57300070 4 5160006JKS 4 56100043 4 99901706 4 54100057 4 56100044 4 5310141YOG 4 50700009 4 51500217 4 51500188 4 52100035 4 51400501 4 51100074 4 99900544 4 50700034 4 52100069 4 56200026 4 99901095 4 99900695 4 54300030 4 57500011 4 57200062 4 99900402 4 52300014 4 57200114 4 5320074SRK 4 51400087 4 99901086 4 5160025PSM 4 5410168SBY 4 99900601 4 52100095 4 51200026 4 57100125 4 99901436 4 51500156 4 54600062 4 51400059 4 51400086 4 50300018 4 54600050 4 5150084JKS 4 5410232JKP 4 57100053 4 51800008 4 57300090 4 51300055 4 99900621 4 57300128 4 54600080 4 51400053 4 99900368 4 57100030 4 99901638 4 50500012 4 99901912 4 54100143 4 57300101 4 57400021 4 99900491 4 54600060 4 5100178MBR 4 53500060 4 5450012MLG 4 54600058 4 50200027 4 51600064 4 5410214SBY 4 99900831 4 99901936 3 5100192KGD 3 99900552 3 57300034 3 57200069 3 99901315 3 51400134 3 99901443 3 5410175SDJ 3 99901626 3 99900619 3 99900045 3 51400101 3 51600024 3 99900919 3 5210001BDG 3 57500009 3 57200124 3 99901165 3 54600049 3 99901647 3 57300112 3 99901153 3 50100019 3 56100051 3 99901431 3 51600037 3 57300043 3 51400542 3 99901148 3 52200079 3 57100044 3 99900523 3 5720010PLB 3 57300089 3 99901707 3 99900701 3 99900366 3 99901118 3 57400025 3 99900485 3 50500022 3 51500208 3 99900542 3 99900757 3 51000017 3 5720031PLB 3 57400029 3 99901120 3 99901503 3 51900023 3 51400045 3 51400215 3 50600008 3 99901195 3 99900615 3 99901088 3 99900691 3 99900451 3 52100024 3 51400307 3 51400334 3 51800062 3 99900192 3 99900292 3 51600099 3 51500042 3 54100032 3 50700037 3 5410220SBY 3 5140253KGD 3 52100073 3 5410020SBY 3 51400043 3 54600086 3 5450165KDR 3 51100018 3 99900244 3 5140238JKS 3 51500167 3 99900264 3 54200031 3 5410164SBY 3 5160018YOS 3 99900555 3 54400020 3 54600059 3 50500031 3 5450170SBY 3 51600049 3 51500219 3 99900688 3 51100012 3 51400503 3 99901298 3 99900407 3 99900795 3 5340061CLC 3 5340047PWT 3 52300010 3 56100057 3 51400439 3 99900270 3 52200091 3 54100041 3 56100004 3 50200002 3 55400001 3 5140178JKB 3 55300010 3 50800012 3 55200017 3 5140221TGR 3 5100170JUT 3 99901321 3 99900395 3 5210158BDG 2 50800011 2 99901793 2 51200022 2 51300056 2 51400294 2 99900279 2 52200004 2 99901061 2 59000009 2 51500234 2 99900237 2 99900218 2 99900766 2 5350166JKT 2 99900054 2 99901466 2 51400377 2 51400359 2 53100021 2 50100112 2 51400553 2 51000023 2 99901566 2 51000014 2 51000022 2 50400002 2 51600066 2 52100065 2 57400013 2 51400170 2 99901408 2 99900790 2 57400017 2 51200012 2 51500225 2 50100069 2 51400001 2 52200050 2 99901417 2 57400022 2 99900323 2 99900261 2 99900488 2 99901347 2 52300004 2 99900020 2 5140264JKS 2 50300030 2 99900770 2 51500016 2 51600112 2 99901456 2 50500023 2 56100008 2 51600078 2 50500026 2 99900183 2 50500049 2 99900727 2 51400487 2 99900956 2 51500252 2 50500040 2 99902003 2 5140180KGD 2 56100048 2 51200030 2 51200010 2 99901690 2 99901366 2 99900517 2 54600071 2 50700038 2 99902046 2 51400500 2 54100044 2 51500212 2 99901965 2 99901243 2 99900769 2 50900006 2 54200032 2 51400074 2 99900794 2 99900424 2 5140264JUT 2 5150014JKP 2 99900938 2 99901504 2 99901323 2 50200016 2 99902012 2 57300049 2 51400104 2 99901117 2 57100005 2 99901116 2 50100050 2 51100062 2 99900729 2 57200041 2 57100141 2 99900388 2 51400546 2 99900248 2 99901009 2 5100206KGD 2 51500150 2 52100090 2 52100080 2 99901042 2 51400339 2 99900117 2 99900929 2 99901043 2 57300048 2 99900732 2 99901573 2 99900864 2 99901881 2 99900756 2 51600130 2 51500184 2 51600081 2 51500159 2 99901346 2 5100224JKP 2 51400091 2 5150194JKP 2 99900840 2 99900994 2 99901126 2 5140195TNJ 2 99900848 2 5410264MJK 2 5410277SBY 2 99901085 2 51500022 2 99901031 2 52200092 2 53500040 2 99901390 2 52400013 2 52400010 2 99900767 2 99900980 2 99900945 2 52300001 2 57300071 2 99901978 2 5320098SLO 2 5410088SBY 2 99900512 2 99901234 2 55100008 2 99900385 2 57100039 2 99900363 2 57100035 2 54100159 2 54100148 2 99900546 2 55200026 2 55300009 2 55400006 2 54100128 2 57100092 2 99900039 2 99900584 2 99900123 2 99900205 2 99900390 2 5410267SBY 2 57200082 2 57100097 2 51400323 2 54100074 2 5460007GIA 2 99900431 2 54300028 2 54600065 2 54300015 2 54100006 2 99900257 2 51300019 2 99900875 2 54600064 2 57200050 2 99900608 2 54300018 2 5410247SBY 2 57100118 2 54600090 2 57100114 2 57100111 2 54600099 2 57200053 2 54300019 2 54100123 2 54100083 2 57300059 2 56200024 2 56100064 2 99900278 2 99900019 2 5350131SMG 2 51400111 2 5350155KDS 2 57300086 2 51400237 2 53100033 2 51400412 2 51400360 2 57100048 2 57300088 2 99900389 1 5140202PLM 1 99900168 1 5460024DNP 1 54200003 1 99901616 1 51200007 1 99901250 1 57100112 1 99901300 1 99901691 1 99901578 1 57100115 1 99900931 1 99900937 1 99901279 1 99901811 1 50100049 1 99900843 1 51000021 1 57100119 1 99902018 1 99901496 1 5340036PWT 1 99901583 1 99901615 1 54100132 1 54100133 1 54600069 1 54100138 1 57100101 1 54100140 1 5410182SBY 1 54100145 1 54300026 1 5100257JKB 1 51000027 1 50700043 1 99901662 1 99901630 1 99900747 1 54100134 1 54200016 1 57300121 1 54200028 1 51400405 1 5460030DNP 1 50700036 1 54600089 1 54600094 1 54600096 1 50700032 1 50700027 1 99901188 1 99901328 1 57100067 1 99901613 1 99901669 1 99901678 1 57100064 1 99901712 1 50700026 1 99901785 1 99901823 1 99901828 1 99901892 1 99901911 1 54600079 1 55200005 1 54200029 1 57100051 1 5100355JKP 1 99901414 1 54600092 1 52200088 1 99901423 1 99901448 1 99901540 1 5710027MDN 1 54600093 1 54600097 1 51500206 1 99901511 1 99901368 1 51400419 1 54600104 1 51400554 1 54600107 1 55100033 1 54600070 1 57100079 1 54600072 1 57100109 1 99900374 1 53500061 1 54600063 1 99901494 1 99901788 1 99901982 1 99902082 1 54600061 1 52200067 1 51400098 1 52200078 1 51200042 1 51400471 1 51200041 1 51200014 1 51200039 1 99901307 1 99901492 1 99901513 1 99901832 1 99901003 1 5340058PWT 1 51400528 1 52300008 1 53500032 1 99901769 1 99901687 1 99901676 1 99901577 1 51300057 1 51900034 1 51900035 1 52100079 1 5140358KGD 1 52100081 1 52100085 1 99901949 1 52100087 1 52100088 1 54600056 1 52100094 1 51400019 1 52100105 1 99901802 1 99900802 1 52100102 1 51300021 1 99901362 1 51200044 1 54600057 1 54600066 1 99900700 1 99900990 1 99901924 1 59000001 1 99901367 1 54600068 1 99901484 1 99901491 1 99901645 1 99900648 1 99901719 1 54600046 1 99902034 1 99901933 1 54600048 1 99901973 1 53200007 1 53200009 1 53500055 1 57100122 1 5410187SBY 1 5350097SMG 1 51100011 1 50700035 1 99901969 1 99901312 1 99900852 1 99901082 1 53100041 1 99900693 1 50500044 1 99900550 1 99900775 1 52400004 1 52400005 1 54600067 1 57100132 1 52400015 1 52400017 1 57100130 1 99901527 1 99901268 1 99901632 1 99901685 1 99901705 1 51100064 1 99901170 1 99901798 1 51100063 1 50300005 1 99901930 1 57100096 1 99902080 1 99901560 1 99900853 1 56100010 1 57200028 1 5610037MKS 1 99900862 1 5610031VET 1 99901698 1 99901407 1 56100011 1 99901459 1 99901568 1 99902106 1 99901601 1 99901621 1 99901636 1 99901659 1 99901660 1 99901725 1 99901784 1 99901817 1 99901900 1 99901961 1 56100024 1 50100115 1 50300032 1 57200107 1 99901604 1 99901612 1 99901624 1 99901656 1 99901693 1 99901720 1 50300048 1 99901752 1 99901757 1 50300046 1 99901814 1 99901815 1 99901896 1 99901909 1 50300038 1 99901997 1 99902015 1 99902033 1 99902051 1 57200105 1 50300037 1 99901963 1 99901986 1 99902020 1 56100055 1 99902084 1 99902032 1 57400024 1 51400536 1 57100091 1 99900915 1 99901393 1 50100118 1 99901611 1 99901576 1 99901658 1 99901689 1 99901709 1 99901799 1 99901827 1 99901844 1 99901893 1 99901926 1 99902068 1 99902075 1 99900207 1 99902078 1 99902057 1 99902061 1 99902054 1 99902064 1 99902067 1 99902105 1 99901171 1 57300111 1 57300110 1 57300041 1 50200026 1 99901515 1 57300081 1 99900628 1 51400164 1 50200019 1 50100117 1 99901011 1 99901265 1 99901313 1 99901331 1 99901426 1 99901460 1 99901535 1 99901599 1 99901593 1 99901571 1 51500105 1 51200011 1 99902090 1 51500182 1 99900007 1 55200027 1 99901623 1 99901643 1 99901644 1 5150172KRM 1 99901738 1 99901842 1 99900423 1 99900231 1 99901939 1 99901945 1 50700021 1 99900091 1 55300012 1 51100034 1 5610034VET 1 50500041 1 55200019 1 55100006 1 56100052 1 55200016 1 55100051 1 55100054 1 55100056 1 55100057 1 99901558 1 55100060 1 55100061 1 5510026SMR 1 50200006 1 56200019 1 50700011 1 99901670 1 51000007 1 99901787 1 57100095 1 99901923 1 55100005 1 99901751 1 50700008 1 55100032 1 55200015 1 99900315 1 56100047 1 99901508 1 50100022 1 50100116 1 51400298 1 57100061 1 50300042 1 50300041 1 51400297 1 99900702 1 57100139 1 50500015 1 57100145 1 57100149 1 99901731 1 50500014 1 99900281 1 50400019 1 99900881 1 99901971 1 99901357 1 99901419 1 50300053 1 50100089 1 51400406 1 57100113 1 56100049 1 57100110 1 50500039 1 99901482 1 5610007BON 1 56100059 1 5610004MKS 1 51500216 1 50500029 1 99901406 1 99901424 1 99901865 1 99901898 1 99902040 1 57100054 1 99901435 1 56200028 1 99901400 1 99901350 1 57100090 1 55200018 1 5710028MDN 1 57100107 1 99902098 1 51500149 1 99902093 1 50300031 1 50300034 1 50300036 1 50300035 1 50300044 1 50300045 1 50300049 1 99900723 1 99900752 1 57300032 1 54100130 1 99900887 1 99901136 1 99901239 1 51800016 1 54100147 1 99901654 1 99900921 1 99901766 1 99901858 1 51600115 1 51600114 1 53100030 1 50500018 1 50300033 1 5410202SBY 1 99902092 1 50300026 1 5140238BKS 1 51800023 1 99900084 1 51800043 1 99901421 1 99901445 1 51800042 1 99901475 1 51800010 1 99901642 1 99901651 1 99901653 1 99901665 1 99901675 1 99901695 1 5140168JTM 1 99902031 1 5160032PDI 1 54200012 1 99900177 1 50300023 1 50300024 1 50300025 1 51100023 1 51600103 1 54100154 1 51400097 1 51600075 1 5160070PJB 1 99901479 1 99901481 1 51600060 1 99901533 1 51400526 1 99901564 1 99901266 1 99901594 1 99901762 1 99901807 1 5160209SRP 1 51400357 1 99901976 1 99900105 1 51600001 1 5140239KGD 1 99901582 1 50600018 1 50600019 1 51200029 1 50700015 1 99901418 1 99901263 1 99901389 1 59000010 1 57200119 1 57200118 1 51500250 1 50500028 1 50500032 1 5100248JKB 1 50500036 1 99900434 1 57200116 1 50500056 1 5140304KGD 1 51400444 1 51600098 1 51600093 1 99900967 1 99900803 1 99901062 1 99901135 1 51600080 1 51600079 1 51600065 1 99901326 1 51500088 1 99901114 1 51800063 1 52100057 1 51200031 1 57300100 1 52200042 1 5340350SMG 1 52200010 1 51400090 1 52200020 1 52200051 1 57500006 1 57500008 1 99902107 1 52200049 1 99902066 1 59000006 1 99902037 1 99901907 1 57300051 1 99901863 1 99901825 1 99901764 1 99901745 1 99901722 1 52100117 1 52200027 1 52200073 1 99900200 1 53100018 1 57300108 1 51500071 1 51500028 1 55100037 1 99901467 1 99901888 1 99901780 1 99901718 1 53200010 1 5350154SMG 1 99901812 1 57300105 1 99901518 1 52400012 1 99901495 1 99901409 1 53500054 1 99900312 1 5340102CLC 1 57300104 1 99900409 1 51800035 1 52100115 1 99900153 1 54100127 1 99901835 1 99901606 1 54100121 1 99901677 1 99901715 1 99901716 1 51900055 1 99901843 1 99900918 1 99902021 1 54100126 1 99902030 1 99902035 1 99901455 1 99901416 1 99902097 1 50200024 1 99900197 1 50200030 1 99901405 1 50200047 1 99900863 1 99900886 1 99901057 1 99901091 1 52100031 1 99901451 1 52100061 1 99901845 1 50400001 1 52100045 1 50100106 1 50100111 1 50200008 1 51400226 1 99900781 1 99900426 1 52100072 1 57300074 1 57300040 1 99900963 1 99901012 1 99901033 1 52100052 1 57300012 1 99901310 1 99901319 1 99901339 1 99900398 1 99901403 1 51400414 1 51400555 1 50700020 1 54400018 1 99900259 1 99901262 1 99901355 1 99901380 1 99901384 1 99901392 1 99901463 1 99901549 1 99901633 1 99901664 1 99901483 1 99901710 1 99901748 1 99901783 1 99901837 1 99901846 1 99901444 1 51400272 1 99902011 1 99902041 1 99902077 1 99900558 1 99900728 1 51500142 1 99901176 1 54300032 1 51200019 1 99901655 1 99901155 1 99901696 1 99901292 1 99901781 1 57200057 1 99901869 1 99901999 1 99900874 1 99900634 1 51600086 1 51500162 1 51500179 1 51600087 1 99900445 1 51200037 1 51600096 1 51600106 1 51600105 1 51600058 1 51600117 1 51500169 1 99900896 1 54300012 1 99901581 1 99901092 1 51800052 1 51800055 1 51800057 1 57100123 1 50600017 1 51800074 1 54400021 1 5320030SLO 1 51800076 1 51800077 1 99901068 1 99901246 1 99901140 1 50500035 1 51800075 1 99901657 1 99901805 1 99901856 1 99901875 1 99901919 1 99901952 1 99900196 1 99902014 1 51800046 1 99900466 1 99902062 1 99901618 1 99901106 1 99901201 1 99901208 1 99900891 1 99901422 1 99901488 1 99901505 1 99901499 1 99901570 1 99901600 1 99901622 1 99902023 1 99901639 1 99901663 1 99901727 1 99901773 1 99900335 1 99901886 1 99902017 1 99902022 1 99902043 1 99902058 1 99901620 1 57200056 1 99900626 1 99901154 1 51100081 1 99900730 1 99900895 1 51400387 1 99900906 1 99900965 1 54100158 1 99900999 1 51500210 1 99901074 1 99901089 1 99901125 1 99901127 1 51500204 1 99901191 1 99901253 1 99901177 1 51500168 1 99901303 1 51500058 1 99901358 1 99901420 1 54200035 1 51500214 1 51100066 1 5150192JKP 1 50900008 1 50700025 1 50700028 1 51200018 1 50700033 1 50700042 1 51500220 1 54100141 1 50800005 1 50900002 1 54200017 1 51500218 1 5410170DAR 1 54200019 1 5410180SBY 1 99901631 1 99901914 1 54200022 1 51200034 1 99900291 1 51000018 1 54200023 1 54200025 1 99901461 1 99901523 1 99901462 1 99901530 1 99901223 1 99902026 1 99902052 1 99901322 1 51200036 1 51200047 1 51200053 1 51300054 1 51300009 1 5160027JTK 1 5140302JKB 1 56100062 1 51300063 1 51500223 1 51500228 1 51500165 1 54300023 1 5100001JKB 1 99901220 1 54300016 1 99901238 1 99901245 1 99901439 1 99901979 1 99901956 1 99901906 1 99901673 1 5140175JPS 1 99901587 1 99901605 1 99901181 1 99901627 1 99901634 1 99901635 1 99901640 1 5100202BAT 1 99901672 1 99901704 1 99901895 1 99901713 1 99901739 1 99901734 1 99901737 1 99901740 1 99901743 1 99901746 1 99901847 1 99901868 1 99901894 1 51500248 1 Name: SupplierId, dtype: int64 ['51400454' '5140156JTM' '51800054' ... '99901802' '99901949' '99901978']
print(df.SupplierAssetStatus.value_counts(dropna = False))
plt.subplot(1,2,1)
df.SupplierAssetStatus.value_counts(dropna= False).plot.bar()
plt.xlabel('SupplierAssetStatus')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.SupplierAssetStatus.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('SupplierAssetStatus')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.SupplierAssetStatus.unique())
N 146335 M 3669 U 2354 Name: SupplierAssetStatus, dtype: int64 ['N' 'M' 'U']
print(df.CAMOSObligorExposure.describe())
print(df.CAMOSObligorExposure.value_counts(dropna= False,bins=8).sort_index(ascending=True))
df.CAMOSObligorExposure.value_counts(normalize=True, dropna= False).round(4) * 100
df.CAMOSObligorExposure.plot.hist(bins=8)
plt.show()
df["CAMOSObligorExposure"][(df["CAMOSObligorExposure"]>0) &(df["CAMOSObligorExposure"]<500000000)].plot.hist()
plt.show()
count 1.523580e+05 mean 2.442432e+07 std 1.972652e+08 min 0.000000e+00 25% 0.000000e+00 50% 0.000000e+00 75% 0.000000e+00 max 1.233757e+10 Name: CAMOSObligorExposure, dtype: float64 (-12337566.531, 1542195816.204] 151979 (1542195816.204, 3084391632.408] 262 (3084391632.408, 4626587448.611] 69 (4626587448.611, 6168783264.815] 19 (6168783264.815, 7710979081.019] 14 (7710979081.019, 9253174897.222] 8 (9253174897.222, 10795370713.426] 5 (10795370713.426, 12337566529.63] 2 Name: CAMOSObligorExposure, dtype: int64
print(df.InstallmentScheme.value_counts(dropna = False))
plt.subplot(1,2,1)
df.InstallmentScheme.value_counts(dropna= False).plot.bar()
plt.xlabel('InstallmentScheme')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.InstallmentScheme.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('InstallmentScheme')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.InstallmentScheme.unique())
REGULAR FIXED INSTALLMENT SCHEME (RF) 143466 STEP UP / STEP DOWN INSTALLMENT SCHEME (ST) 8891 IREGULLAR INSTALLMENT SCHEME (IR) 1 Name: InstallmentScheme, dtype: int64 ['REGULAR FIXED INSTALLMENT SCHEME (RF)' 'STEP UP / STEP DOWN INSTALLMENT SCHEME (ST)' 'IREGULLAR INSTALLMENT SCHEME (IR)']
print(df.AssetType.value_counts(dropna = False))
plt.subplot(1,2,1)
df.AssetType.value_counts(dropna= False).plot.bar()
plt.xlabel('AssetType')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.AssetType.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('AssetType')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.AssetType.unique())
AUTOMOTIF 152326 MOTORCYCLE 32 Name: AssetType, dtype: int64 ['AUTOMOTIF' 'MOTORCYCLE']
print(df.AssetCategoryId.value_counts(dropna = False))
plt.subplot(1,2,1)
df.AssetCategoryId.value_counts(dropna= False).plot.bar()
plt.xlabel('AssetCategoryId')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.AssetCategoryId.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('AssetCategoryId')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.AssetCategoryId.unique())
MPV 66381 SUV 32583 SEDAN I 30595 SEDAN II 7752 JEEP 6825 SEDAN 3268 PICK UP 2496 MINIBUS 637 MINI BUS 466 SEDAN III 442 D.CABIN 267 TRUCKL 203 SPORT 186 SEDAN IV 110 TRUCKH 67 MOGE 32 BLIND VAN 26 OTHERS 11 BUS 9 ST.WAGON 2 Name: AssetCategoryId, dtype: int64 ['SUV' 'MPV' 'SEDAN I' 'SEDAN II' 'JEEP' 'SEDAN' 'PICK UP' 'MINIBUS' 'MINI BUS' 'D.CABIN' 'SEDAN III' 'TRUCKL' 'SPORT' 'SEDAN IV' 'TRUCKH' 'BLIND VAN' 'MOGE' 'BUS' 'ST.WAGON' 'OTHERS']
print(df.FlagMerkPopular.value_counts(dropna = False))
plt.subplot(1,2,1)
df.FlagMerkPopular.value_counts(dropna= False).plot.bar()
plt.xlabel('FlagMerkPopular')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.FlagMerkPopular.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('FlagMerkPopular')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.FlagMerkPopular.unique())
1 145948 0 6410 Name: FlagMerkPopular, dtype: int64 [1 0]
print(df.AssetCategoryName.value_counts(dropna = False))
plt.subplot(1,2,1)
df.AssetCategoryName.value_counts(dropna= False).plot.bar()
plt.xlabel('AssetCategoryName')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.AssetCategoryName.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('AssetCategoryName')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.AssetCategoryName.unique())
- 152358 Name: AssetCategoryName, dtype: int64 ['-']
print(df.MadeIn.value_counts(dropna = False))
plt.subplot(1,2,1)
df.MadeIn.value_counts(dropna= False).plot.bar()
plt.xlabel('MadeIn')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.MadeIn.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('MadeIn')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.MadeIn.unique())
JAPAN 142091 USA 3405 GERMANY 3099 CHINA 1554 KOREA 1081 ENGLAND 725 INGGRIS 133 MALAYSIA 119 ITALY 77 FRANCE 69 THAILAND 3 SWEDIA 2 Name: MadeIn, dtype: int64 ['JAPAN' 'KOREA' 'GERMANY' 'USA' 'CHINA' 'ENGLAND' 'FRANCE' 'MALAYSIA' 'ITALY' 'SWEDIA' 'THAILAND' 'INGGRIS']
print(df.isKPM.value_counts(dropna = False))
plt.subplot(1,2,1)
df.isKPM.value_counts(dropna= False).plot.bar()
plt.xlabel('isKPM')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.isKPM.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('isKPM')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.isKPM.unique())
2. Non KPM 146094 1. KPM 6264 Name: isKPM, dtype: int64 ['2. Non KPM' '1. KPM']
print(df.Jenis_KPM.value_counts(dropna = False))
plt.subplot(1,2,1)
df.Jenis_KPM.value_counts(dropna= False).plot.bar()
plt.xlabel('Jenis_KPM')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.Jenis_KPM.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('Jenis_KPM')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.Jenis_KPM.unique())
3. NON KPM 146389 2. KPM CLUSTER B 5408 1. KPM CLUSTER A 561 Name: Jenis_KPM, dtype: int64 ['3. NON KPM' '2. KPM CLUSTER B' '1. KPM CLUSTER A']
print(df.jmltunggakanpokok.describe())
print(df.jmltunggakanpokok.value_counts(dropna= False,bins=8).sort_index(ascending=True))
df.jmltunggakanpokok.value_counts(normalize=True, dropna= False).round(4) * 100
df.jmltunggakanpokok.plot.hist(bins=8)
plt.show()
df["jmltunggakanpokok"][(df["jmltunggakanpokok"]>0) &(df["jmltunggakanpokok"]<20000000)].plot.hist()
plt.show()
count 1.523580e+05 mean 1.710554e+06 std 4.881207e+07 min 0.000000e+00 25% 0.000000e+00 50% 0.000000e+00 75% 0.000000e+00 max 1.140000e+10 Name: jmltunggakanpokok, dtype: float64 (-11400000.001, 1425000000.0] 152336 (1425000000.0, 2850000000.0] 12 (2850000000.0, 4275000000.0] 7 (4275000000.0, 5700000000.0] 1 (5700000000.0, 7125000000.0] 1 (7125000000.0, 8550000000.0] 0 (8550000000.0, 9975000000.0] 0 (9975000000.0, 11400000000.0] 1 Name: jmltunggakanpokok, dtype: int64
print(df.jenispinjaman.value_counts(dropna = False))
plt.subplot(1,2,1)
df.jenispinjaman.value_counts(dropna= False).plot.bar()
plt.xlabel('jenispinjaman')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.jenispinjaman.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('jenispinjaman')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.jenispinjaman.unique())
- 77435 Kendaraan 21299 KKon 17717 KK 16453 Rumah 8950 KMK 7835 KI 2185 Kupedes 346 OT 138 Name: jenispinjaman, dtype: int64 ['-' 'Kendaraan' 'KMK' 'KK' 'Rumah' 'KKon' 'KI' 'Kupedes' 'OT']
print(df.jmltunggakanhari.describe())
print(df.jmltunggakanhari.value_counts(dropna= False,bins=8).sort_index(ascending=True))
df.jmltunggakanhari.value_counts(normalize=True, dropna= False).round(4) * 100
df.jmltunggakanhari.plot.hist(bins=8)
plt.show()
count 1.523580e+05 mean 3.429171e+03 std 3.608538e+05 min 0.000000e+00 25% 0.000000e+00 50% 0.000000e+00 75% 0.000000e+00 max 9.003771e+07 Name: jmltunggakanhari, dtype: float64 (-90037.708, 11254713.375] 152348 (11254713.375, 22509426.75] 6 (22509426.75, 33764140.125] 0 (33764140.125, 45018853.5] 1 (45018853.5, 56273566.875] 1 (56273566.875, 67528280.25] 0 (67528280.25, 78782993.625] 1 (78782993.625, 90037707.0] 1 Name: jmltunggakanhari, dtype: int64
print(df.FlagNegCust.value_counts(dropna = False))
plt.subplot(1,2,1)
df.FlagNegCust.value_counts(dropna= False).plot.bar()
plt.xlabel('FlagNegCust')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.FlagNegCust.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('FlagNegCust')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.FlagNegCust.unique())
2. Non NegativeCustomer 151639 1. NegativeCustomer 719 Name: FlagNegCust, dtype: int64 ['2. Non NegativeCustomer' '1. NegativeCustomer']
print(df.FlagRO.value_counts(dropna = False))
plt.subplot(1,2,1)
df.FlagRO.value_counts(dropna= False).plot.bar()
plt.xlabel('FlagRO')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.FlagRO.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('FlagRO')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.FlagRO.unique())
Non RO 129451 RO 22907 Name: FlagRO, dtype: int64 ['Non RO' 'RO']
df['BICheckingResult']=df['BICheckingResult'].fillna(value=0)
toSearch = df.loc[:, ['AssetCategory', 'PersonalType', 'brand', 'area_region','Bidang_usaha','flagImpact','isoveride','AutoApprovalFailed']]
toSearch = toSearch.agg(LabelEncoder().fit_transform)
toSearch['Tenor']=df['Tenor']
toSearch['LTV']=df['LTV']
toSearch['BICheckingResult']=df['BICheckingResult']
toSearch['CustAge']=df['CustAge']
toSearch['numofassetunit']=df['numofassetunit']
toSearch['Pendapatan']=df['Pendapatan']
toSearch['Bidang_usaha']=df['Bidang_usaha']
toSearch['flagImpact']=df['flagImpact']
toSearch['Creditscore']=df['Creditscore']
toSearch['isoveride']=df['isoveride']
toSearch['AutoApprovalFailed']=df['AutoApprovalFailed']
toSearch['DPPercentage']=df['DPPercentage']
toSearch['MOB']=df['MOB']
toSearch['flag_bad']=df['flag_bad']
sns.pairplot(toSearch,hue='flag_bad')
<seaborn.axisgrid.PairGrid at 0x2039f464eb0>
sns.pairplot(toSearch,hue='flag_bad',kind='kde')
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\distributions.py:1210: UserWarning: No contour levels were found within the data range. cset = contour_func(
--------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-137-071030d9b10c> in <module> ----> 1 sns.pairplot(toSearch,hue='flag_bad',kind='kde') c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\_decorators.py in inner_f(*args, **kwargs) 44 ) 45 kwargs.update({k: arg for k, arg in zip(sig.parameters, args)}) ---> 46 return f(**kwargs) 47 return inner_f 48 c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\axisgrid.py in pairplot(data, hue, hue_order, palette, vars, x_vars, y_vars, kind, diag_kind, markers, height, aspect, corner, dropna, plot_kws, diag_kws, grid_kws, size) 2145 from .distributions import kdeplot # Avoid circular import 2146 plot_kws.setdefault("warn_singular", False) -> 2147 plotter(kdeplot, **plot_kws) 2148 elif kind == "hist": 2149 from .distributions import histplot # Avoid circular import c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\axisgrid.py in map_offdiag(self, func, **kwargs) 1385 """ 1386 if self.square_grid: -> 1387 self.map_lower(func, **kwargs) 1388 if not self._corner: 1389 self.map_upper(func, **kwargs) c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\axisgrid.py in map_lower(self, func, **kwargs) 1355 """ 1356 indices = zip(*np.tril_indices_from(self.axes, -1)) -> 1357 self._map_bivariate(func, indices, **kwargs) 1358 return self 1359 c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\axisgrid.py in _map_bivariate(self, func, indices, **kwargs) 1537 if ax is None: # i.e. we are in corner mode 1538 continue -> 1539 self._plot_bivariate(x_var, y_var, ax, func, **kws) 1540 self._add_axis_labels() 1541 c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\axisgrid.py in _plot_bivariate(self, x_var, y_var, ax, func, **kwargs) 1577 kwargs.setdefault("hue_order", self._hue_order) 1578 kwargs.setdefault("palette", self._orig_palette) -> 1579 func(x=x, y=y, **kwargs) 1580 1581 self._update_legend_data(ax) c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\_decorators.py in inner_f(*args, **kwargs) 44 ) 45 kwargs.update({k: arg for k, arg in zip(sig.parameters, args)}) ---> 46 return f(**kwargs) 47 return inner_f 48 c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\distributions.py in kdeplot(x, y, shade, vertical, kernel, bw, gridsize, cut, clip, legend, cumulative, shade_lowest, cbar, cbar_ax, cbar_kws, ax, weights, hue, palette, hue_order, hue_norm, multiple, common_norm, common_grid, levels, thresh, bw_method, bw_adjust, log_scale, color, fill, data, data2, warn_singular, **kwargs) 1781 else: 1782 -> 1783 p.plot_bivariate_density( 1784 common_norm=common_norm, 1785 fill=fill, c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\distributions.py in plot_bivariate_density(self, common_norm, fill, levels, thresh, color, legend, cbar, warn_singular, cbar_ax, cbar_kws, estimate_kws, **contour_kws) 1208 label = contour_kws.pop("label", None) 1209 -> 1210 cset = contour_func( 1211 xx, yy, density, 1212 levels=draw_levels[key], c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\__init__.py in inner(ax, data, *args, **kwargs) 1359 def inner(ax, *args, data=None, **kwargs): 1360 if data is None: -> 1361 return func(ax, *map(sanitize_sequence, args), **kwargs) 1362 1363 bound = new_sig.bind(ax, *args, **kwargs) c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\axes\_axes.py in contour(self, *args, **kwargs) 6418 def contour(self, *args, **kwargs): 6419 kwargs['filled'] = False -> 6420 contours = mcontour.QuadContourSet(self, *args, **kwargs) 6421 self._request_autoscale_view() 6422 return contours c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\contour.py in __init__(self, ax, levels, filled, linewidths, linestyles, hatches, alpha, origin, extent, cmap, colors, norm, vmin, vmax, extend, antialiased, nchunk, locator, transform, *args, **kwargs) 775 self._transform = transform 776 --> 777 kwargs = self._process_args(*args, **kwargs) 778 self._process_levels() 779 c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\contour.py in _process_args(self, corner_mask, *args, **kwargs) 1364 self._corner_mask = corner_mask 1365 -> 1366 x, y, z = self._contour_args(args, kwargs) 1367 1368 _mask = ma.getmask(z) c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\contour.py in _contour_args(self, args, kwargs) 1434 _api.warn_external('Log scale: values of z <= 0 have been masked') 1435 self.zmin = float(z.min()) -> 1436 self._process_contour_level_args(args) 1437 return (x, y, z) 1438 c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\contour.py in _process_contour_level_args(self, args) 1117 1118 if len(self.levels) > 1 and np.min(np.diff(self.levels)) <= 0.0: -> 1119 raise ValueError("Contour levels must be increasing") 1120 1121 def _process_levels(self): ValueError: Contour levels must be increasing
plt.subplots(figsize=(100,100))
sns.heatmap(toSearch.corr(), cmap ="YlGnBu", annot=True)
<AxesSubplot:>
c=toSearch.corr().abs()
s = c.unstack()
so = s.sort_values(kind="quicksort")
print(so)
Pendidikan isKPM 0.000010
isKPM Pendidikan 0.000010
HomeCompanyStatus AssetType 0.000017
AssetType HomeCompanyStatus 0.000017
Pendapatan SupplierId 0.000025
SupplierId Pendapatan 0.000025
jmltunggakanhari numofassetunit 0.000034
numofassetunit jmltunggakanhari 0.000034
HomeCompanyStatus IsSyariah 0.000049
IsSyariah HomeCompanyStatus 0.000049
AssetType numofassetunit 0.000053
numofassetunit AssetType 0.000053
jmltunggakanpokok 0.000127
jmltunggakanpokok numofassetunit 0.000127
ResidenceCompanyCity FlagNegCust 0.000135
FlagNegCust ResidenceCompanyCity 0.000135
jmltunggakanhari AssetType 0.000137
AssetType jmltunggakanhari 0.000137
Autoapprovalresult DPPercentage 0.000143
DPPercentage Autoapprovalresult 0.000143
InstallmentScheme jmltunggakanhari 0.000152
jmltunggakanhari InstallmentScheme 0.000152
numofassetunit SupplierAssetStatus 0.000157
SupplierAssetStatus numofassetunit 0.000157
CreditScoringResult numofassetunit 0.000158
numofassetunit CreditScoringResult 0.000158
Pendidikan applicationsource 0.000179
applicationsource Pendidikan 0.000179
jmltunggakanhari NTFIDR 0.000187
NTFIDR jmltunggakanhari 0.000187
jmltunggakanhari Pendapatan 0.000193
Pendapatan jmltunggakanhari 0.000193
jmltunggakanpokok Pendidikan 0.000200
Pendidikan jmltunggakanpokok 0.000200
GroupProductId FlagNegCust 0.000211
FlagNegCust GroupProductId 0.000211
MaritalStatus AssetType 0.000248
AssetType MaritalStatus 0.000248
FlagNegCust numofassetunit 0.000249
numofassetunit FlagNegCust 0.000249
ProductType Gender 0.000253
Gender ProductType 0.000253
numofassetunit SektorEkonomi 0.000288
SektorEkonomi numofassetunit 0.000288
IsSyariah FlagNegCust 0.000291
FlagNegCust IsSyariah 0.000291
GroupProductId AssetType 0.000301
AssetType GroupProductId 0.000301
numofassetunit Autoapprovalresult 0.000327
Autoapprovalresult numofassetunit 0.000327
AssetCategory MaritalStatus 0.000333
MaritalStatus AssetCategory 0.000333
AssetUsage ResidenceCompanyCity 0.000355
ResidenceCompanyCity AssetUsage 0.000355
SupplierAssetStatus jmltunggakanhari 0.000362
jmltunggakanhari SupplierAssetStatus 0.000362
MaritalStatus Jenis_KPM 0.000369
Jenis_KPM MaritalStatus 0.000369
AssetCategoryId MaritalStatus 0.000376
MaritalStatus AssetCategoryId 0.000376
Gender ResidenceCompanyCity 0.000380
ResidenceCompanyCity Gender 0.000380
PersonalType AssetType 0.000390
AssetType PersonalType 0.000390
jmltunggakanhari FlagRO 0.000394
FlagRO jmltunggakanhari 0.000394
SektorEkonomi isKPM 0.000394
isKPM SektorEkonomi 0.000394
numofassetunit IsSyariah 0.000423
IsSyariah numofassetunit 0.000423
Jenis_KPM jenispinjaman 0.000430
jenispinjaman Jenis_KPM 0.000430
HomeCompanyStatus jmltunggakanpokok 0.000478
jmltunggakanpokok HomeCompanyStatus 0.000478
Creditscore AssetUsage 0.000495
AssetUsage Creditscore 0.000495
CreditScoringResult DPPercentage 0.000498
DPPercentage CreditScoringResult 0.000498
InstallmentScheme Pendidikan 0.000501
Pendidikan InstallmentScheme 0.000501
SupplierName DPPercentage 0.000505
DPPercentage SupplierName 0.000505
UsedNew numofassetunit 0.000512
numofassetunit UsedNew 0.000512
flagImpact jmltunggakanhari 0.000520
jmltunggakanhari flagImpact 0.000520
flagImpactHL jmltunggakanhari 0.000520
jmltunggakanhari flagImpactHL 0.000520
FlagNegCust AssetUsage 0.000529
AssetUsage FlagNegCust 0.000529
FirstInstallment MaritalStatus 0.000538
MaritalStatus FirstInstallment 0.000538
jmltunggakanhari MaritalStatus 0.000555
MaritalStatus jmltunggakanhari 0.000555
jmltunggakanhari jmltunggakanpokok 0.000567
jmltunggakanpokok jmltunggakanhari 0.000567
ProductOffering jmltunggakanhari 0.000627
jmltunggakanhari ProductOffering 0.000627
DPPercentage MadeIn 0.000640
MadeIn DPPercentage 0.000640
SupplierId MadeIn 0.000648
MadeIn SupplierId 0.000648
CAMOSObligorExposure jmltunggakanhari 0.000686
jmltunggakanhari CAMOSObligorExposure 0.000686
numofassetunit Jenis_KPM 0.000706
Jenis_KPM numofassetunit 0.000706
isKPM AssetType 0.000720
AssetType isKPM 0.000720
IsSyariah FlagRO 0.000724
FlagRO IsSyariah 0.000724
FlagNegCust jmltunggakanhari 0.000726
jmltunggakanhari FlagNegCust 0.000726
isKPM numofassetunit 0.000750
numofassetunit isKPM 0.000750
jmltunggakanpokok GroupProductId 0.000802
GroupProductId jmltunggakanpokok 0.000802
PurposeOfFinancingID CompanyCity 0.000819
CompanyCity PurposeOfFinancingID 0.000819
MainCoverage jmltunggakanpokok 0.000844
jmltunggakanpokok MainCoverage 0.000844
Bidang_usaha FlagNegCust 0.000866
FlagNegCust Bidang_usaha 0.000866
AutoApprovalFailed jmltunggakanhari 0.000876
jmltunggakanhari AutoApprovalFailed 0.000876
FlagMerkPopular jenispinjaman 0.000885
jenispinjaman FlagMerkPopular 0.000885
Pendapatan numofassetunit 0.000890
numofassetunit Pendapatan 0.000890
jenispinjaman AssetType 0.000910
AssetType jenispinjaman 0.000910
MaritalStatus numofassetunit 0.000937
numofassetunit MaritalStatus 0.000937
DPPercentage FlagNegCust 0.000937
FlagNegCust DPPercentage 0.000937
Jenis_KPM Pendidikan 0.000950
Pendidikan Jenis_KPM 0.000950
FlagNegCust CompanyCity 0.000994
CompanyCity FlagNegCust 0.000994
numofassetunit isoveride 0.001031
isoveride numofassetunit 0.001031
applicationsource jmltunggakanpokok 0.001056
jmltunggakanpokok applicationsource 0.001056
IsSyariah jmltunggakanhari 0.001095
jmltunggakanhari IsSyariah 0.001095
UsedNew jenispinjaman 0.001097
jenispinjaman UsedNew 0.001097
MaritalStatus MadeIn 0.001102
MadeIn MaritalStatus 0.001102
Creditscore numofassetunit 0.001156
numofassetunit Creditscore 0.001156
flagbad Pendapatan 0.001221
Pendapatan flagbad 0.001221
numofassetunit flagbad 0.001234
flagbad numofassetunit 0.001234
isKPM FlagNegCust 0.001235
FlagNegCust isKPM 0.001235
jenispinjaman isKPM 0.001258
isKPM jenispinjaman 0.001258
UsedNew jmltunggakanhari 0.001270
jmltunggakanhari UsedNew 0.001270
applicationsource Pekerjaan 0.001276
Pekerjaan applicationsource 0.001276
Jenis_KPM AssetType 0.001294
AssetType Jenis_KPM 0.001294
Pendidikan ProductType 0.001303
ProductType Pendidikan 0.001303
Pendapatan Creditscore 0.001316
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CAMOSObligorExposure AssetCategoryId 0.024009
Bidang_usaha FlagRO 0.024166
FlagRO Bidang_usaha 0.024166
SektorEkonomi FlagNegCust 0.024172
FlagNegCust SektorEkonomi 0.024172
UsedNew isKPM 0.024197
isKPM UsedNew 0.024197
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isKPM PurposeOfFinancingID 0.024420
HomeCompanyStatus isoveride 0.024442
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numofassetunit AssetUsage 0.024650
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isKPM FlagMerkPopular 0.024775
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flagImpact Pendapatan 0.024812
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flagImpactHL 0.024812
flagImpactHL Pendapatan 0.024812
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flagbad AssetCategoryId 0.024915
AssetCategoryId flagbad 0.024915
flagbad AssetCategory 0.024920
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Jenis_KPM PurposeOfFinancingID 0.025065
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FlagNegCust MadeIn 0.025173
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NTFIDR applicationsource 0.025227
applicationsource NTFIDR 0.025227
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CAMOSObligorExposure HomeCompanyStatus 0.025294
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flagImpact AssetUsage 0.025329
flagImpactHL AssetUsage 0.025329
AssetUsage flagImpactHL 0.025329
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isoveride UsedNew 0.025422
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InstallmentScheme PurposeOfFinancingID 0.025468
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PurposeOfFinancingID jenispinjaman 0.025787
jenispinjaman PurposeOfFinancingID 0.025787
ProductType FlagMerkPopular 0.026242
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AssetCategoryId IsSyariah 0.026261
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PersonalType SupplierAssetStatus 0.026391
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CreditScoringResult PurposeOfFinancingID 0.026466
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AssetUsage 0.026623
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jenispinjaman jmltunggakanpokok 0.026938
jmltunggakanpokok jenispinjaman 0.026938
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ProductOffering MadeIn 0.027125
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CreditScoreSchemeID Pekerjaan 0.027150
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flagImpact isoveride 0.027318
isoveride flagImpactHL 0.027318
flagImpactHL isoveride 0.027318
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isoveride CompanyCity 0.027497
CAMOSObligorExposure isKPM 0.027876
isKPM CAMOSObligorExposure 0.027876
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jenispinjaman SupplierAssetStatus 0.027967
PersonalType ResidenceCompanyCity 0.028050
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AssetCategoryId FlagMerkPopular 0.028154
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applicationsource Creditscore 0.028220
CAMOSObligorExposure Jenis_KPM 0.028271
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PurposeOfFinancingID SupplierId 0.028271
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Jenis_KPM FlagMerkPopular 0.028280
FlagMerkPopular SupplierName 0.028420
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jmltunggakanpokok FlagNegCust 0.028987
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applicationsource MadeIn 0.029028
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Jenis_KPM flagImpact 0.029160
flagImpact Jenis_KPM 0.029160
flagImpactHL Jenis_KPM 0.029160
Jenis_KPM flagImpactHL 0.029160
flagbad PersonalType 0.029225
PersonalType flagbad 0.029225
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AssetCategory Wayofpayment 0.029260
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Bidang_usaha isoveride 0.029344
isoveride Bidang_usaha 0.029344
flagImpact isKPM 0.029382
isKPM flagImpact 0.029382
flagImpactHL isKPM 0.029382
isKPM flagImpactHL 0.029382
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AssetCategoryId applicationsource 0.029858
applicationsource AssetCategoryId 0.029858
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jmltunggakanpokok NTFIDR 0.030255
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flagImpact DPPercentage 0.030396
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flagImpactHL 0.030396
flagImpactHL DPPercentage 0.030396
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flagImpactHL PersonalType 0.030417
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flagImpact PersonalType 0.030417
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numofassetunit PurposeOfFinancingID 0.031455
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flagImpact Gender 0.031512
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isoveride MadeIn 0.032002
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CreditScoringResult SupplierName 0.032027
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applicationsource SupplierName 0.032573
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CreditScoringResult Pekerjaan 0.032621
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flagImpactHL ProductOffering 0.032663
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flagImpact ProductOffering 0.032663
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AssetCategory DPPercentage 0.033256
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ProductOffering Pendapatan 0.033488
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CAMOSObligorExposure SupplierName 0.033980
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HomeCompanyStatus AssetCategory 0.034170
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isKPM Creditscore 0.034341
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flagbad Pendidikan 0.036205
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CAMOSObligorExposure jmltunggakanpokok 0.036453
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SektorEkonomi CAMOSObligorExposure 0.036496
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NTFIDR Bidang_usaha 0.037247
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flagImpactHL 0.037524
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flagImpact FlagMerkPopular 0.037524
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jenispinjaman DPPercentage 0.037942
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jenispinjaman SektorEkonomi 0.039595
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applicationsource GroupProductId 0.040297
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jenispinjaman ResidenceCompanyCity 0.040962
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applicationsource Bidang_usaha 0.041318
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jenispinjaman GroupProductId 0.042813
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flagbad FlagMerkPopular 0.043524
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flagbad AutoApprovalFailed 0.044699
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jenispinjaman CompanyCity 0.048377
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applicationsource AutoApprovalFailed 0.049125
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jenispinjaman MaritalStatus 0.055780
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CAMOSObligorExposure PurposeOfFinancingID 0.059242
PurposeOfFinancingID CAMOSObligorExposure 0.059242
Creditscore PersonalType 0.059337
PersonalType Creditscore 0.059337
IsSyariah CreditScoringResult 0.059482
CreditScoringResult IsSyariah 0.059482
NTFIDR Gender 0.059647
Gender NTFIDR 0.059647
HomeCompanyStatus Gender 0.059887
Gender HomeCompanyStatus 0.059887
FlagRO 0.060195
FlagRO Gender 0.060195
Wayofpayment SektorEkonomi 0.060452
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jenispinjaman HomeCompanyStatus 0.060693
HomeCompanyStatus jenispinjaman 0.060693
IsSyariah CreditScoreSchemeID 0.060970
CreditScoreSchemeID IsSyariah 0.060970
HomeCompanyStatus NTFIDR 0.061413
NTFIDR HomeCompanyStatus 0.061413
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CAMOSObligorExposure Pekerjaan 0.061422
ProductType FlagRO 0.061661
FlagRO ProductType 0.061661
UsedNew FirstInstallment 0.061677
FirstInstallment UsedNew 0.061677
CAMOSObligorExposure Autoapprovalresult 0.061736
Autoapprovalresult CAMOSObligorExposure 0.061736
AssetUsage CreditScoringResult 0.061755
CreditScoringResult AssetUsage 0.061755
FirstInstallment MadeIn 0.062105
MadeIn FirstInstallment 0.062105
ProductOffering Jenis_KPM 0.062610
Jenis_KPM ProductOffering 0.062610
MadeIn CAMOSObligorExposure 0.062651
CAMOSObligorExposure MadeIn 0.062651
Pendapatan SupplierAssetStatus 0.063161
SupplierAssetStatus Pendapatan 0.063161
SupplierName 0.063775
SupplierName SupplierAssetStatus 0.063775
InstallmentScheme AssetCategoryId 0.063775
AssetCategoryId InstallmentScheme 0.063775
AssetCategory InstallmentScheme 0.063779
InstallmentScheme AssetCategory 0.063779
CAMOSObligorExposure flagImpact 0.064282
flagImpact CAMOSObligorExposure 0.064282
CAMOSObligorExposure flagImpactHL 0.064282
flagImpactHL CAMOSObligorExposure 0.064282
NTFIDR FlagNegCust 0.064651
FlagNegCust NTFIDR 0.064651
MainCoverage Pekerjaan 0.065033
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SupplierName SupplierId 0.065059
SupplierId SupplierName 0.065059
AssetCategory MadeIn 0.065258
MadeIn AssetCategory 0.065258
AssetCategoryId MadeIn 0.065259
MadeIn AssetCategoryId 0.065259
Wayofpayment SupplierId 0.065458
SupplierId Wayofpayment 0.065458
AssetUsage Autoapprovalresult 0.065637
Autoapprovalresult AssetUsage 0.065637
flagbad AssetUsage 0.065892
AssetUsage flagbad 0.065892
FlagRO HomeCompanyStatus 0.065924
HomeCompanyStatus FlagRO 0.065924
CAMOSObligorExposure CreditScoringResult 0.066247
CreditScoringResult CAMOSObligorExposure 0.066247
HomeCompanyStatus flagImpact 0.066376
flagImpact HomeCompanyStatus 0.066376
HomeCompanyStatus flagImpactHL 0.066376
flagImpactHL HomeCompanyStatus 0.066376
NTFIDR jenispinjaman 0.066528
jenispinjaman NTFIDR 0.066528
UsedNew SektorEkonomi 0.066805
SektorEkonomi UsedNew 0.066805
IsSyariah ProductOffering 0.068112
ProductOffering IsSyariah 0.068112
Jenis_KPM ProductType 0.068537
ProductType Jenis_KPM 0.068537
ProductOffering isKPM 0.069843
isKPM ProductOffering 0.069843
flagbad isoveride 0.070115
isoveride flagbad 0.070115
InstallmentScheme CreditScoringResult 0.070381
CreditScoringResult InstallmentScheme 0.070381
SupplierAssetStatus ProductOffering 0.071044
ProductOffering SupplierAssetStatus 0.071044
PurposeOfFinancingID Pekerjaan 0.071209
Pekerjaan PurposeOfFinancingID 0.071209
CreditScoreSchemeID AssetUsage 0.071425
AssetUsage CreditScoreSchemeID 0.071425
AssetCategoryId MainCoverage 0.071501
MainCoverage AssetCategoryId 0.071501
AssetCategory 0.071510
AssetCategory MainCoverage 0.071510
InstallmentScheme Autoapprovalresult 0.071574
Autoapprovalresult InstallmentScheme 0.071574
flagImpact SektorEkonomi 0.072844
SektorEkonomi flagImpact 0.072844
flagImpactHL 0.072844
flagImpactHL SektorEkonomi 0.072844
AssetUsage Pendidikan 0.073126
Pendidikan AssetUsage 0.073126
SektorEkonomi PersonalType 0.073877
PersonalType SektorEkonomi 0.073877
SupplierId UsedNew 0.074374
UsedNew SupplierId 0.074374
MainCoverage applicationsource 0.074543
applicationsource MainCoverage 0.074543
flagImpact FirstInstallment 0.075033
FirstInstallment flagImpact 0.075033
flagImpactHL 0.075033
flagImpactHL FirstInstallment 0.075033
CreditScoringResult applicationsource 0.075703
applicationsource CreditScoringResult 0.075703
SektorEkonomi MainCoverage 0.076035
MainCoverage SektorEkonomi 0.076035
MadeIn SektorEkonomi 0.076179
SektorEkonomi MadeIn 0.076179
isKPM ProductType 0.076268
ProductType isKPM 0.076268
SupplierId Pendidikan 0.076646
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CreditScoreSchemeID SupplierName 0.076664
SupplierName CreditScoreSchemeID 0.076664
jenispinjaman applicationsource 0.076706
applicationsource jenispinjaman 0.076706
NTFIDR Creditscore 0.077936
Creditscore NTFIDR 0.077936
PersonalType CAMOSObligorExposure 0.078339
CAMOSObligorExposure PersonalType 0.078339
HomeCompanyStatus PersonalType 0.078526
PersonalType HomeCompanyStatus 0.078526
PurposeOfFinancingID PersonalType 0.078920
PersonalType PurposeOfFinancingID 0.078920
applicationsource ProductType 0.079238
ProductType applicationsource 0.079238
FlagNegCust CAMOSObligorExposure 0.079917
CAMOSObligorExposure FlagNegCust 0.079917
MainCoverage AutoApprovalFailed 0.080119
AutoApprovalFailed MainCoverage 0.080119
DPPercentage ProductType 0.080604
ProductType DPPercentage 0.080604
Wayofpayment DPPercentage 0.080699
DPPercentage Wayofpayment 0.080699
SupplierId Pekerjaan 0.080753
Pekerjaan SupplierId 0.080753
Creditscore SupplierName 0.080918
SupplierName Creditscore 0.080918
ProductType 0.081246
ProductType SupplierName 0.081246
FirstInstallment PersonalType 0.081925
PersonalType FirstInstallment 0.081925
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NTFIDR MainCoverage 0.082067
Creditscore FlagRO 0.082133
FlagRO Creditscore 0.082133
FlagMerkPopular AutoApprovalFailed 0.082193
AutoApprovalFailed FlagMerkPopular 0.082193
PersonalType AssetCategory 0.082517
AssetCategory PersonalType 0.082517
PersonalType AssetCategoryId 0.082531
AssetCategoryId PersonalType 0.082531
isoveride AssetCategory 0.082862
AssetCategory isoveride 0.082862
AssetCategoryId isoveride 0.082876
isoveride AssetCategoryId 0.082876
CreditScoringResult Wayofpayment 0.083304
Wayofpayment CreditScoringResult 0.083304
Autoapprovalresult applicationsource 0.083772
applicationsource Autoapprovalresult 0.083772
SupplierName FirstInstallment 0.085151
FirstInstallment SupplierName 0.085151
MainCoverage FlagMerkPopular 0.085311
FlagMerkPopular MainCoverage 0.085311
AutoApprovalFailed Wayofpayment 0.086569
Wayofpayment AutoApprovalFailed 0.086569
Autoapprovalresult 0.086740
Autoapprovalresult Wayofpayment 0.086740
MainCoverage FlagRO 0.086895
FlagRO MainCoverage 0.086895
ProductOffering GroupProductId 0.087426
GroupProductId ProductOffering 0.087426
SektorEkonomi AssetCategoryId 0.087590
AssetCategoryId SektorEkonomi 0.087590
SektorEkonomi AssetCategory 0.087623
AssetCategory SektorEkonomi 0.087623
DPPercentage SektorEkonomi 0.088068
SektorEkonomi DPPercentage 0.088068
Pendapatan FlagMerkPopular 0.088077
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SektorEkonomi flagbad 0.089887
flagbad SektorEkonomi 0.089887
FlagRO Autoapprovalresult 0.090742
Autoapprovalresult FlagRO 0.090742
UsedNew CAMOSObligorExposure 0.091378
CAMOSObligorExposure UsedNew 0.091378
ProductOffering PurposeOfFinancingID 0.091558
PurposeOfFinancingID ProductOffering 0.091558
MainCoverage CreditScoringResult 0.091730
CreditScoringResult MainCoverage 0.091730
InstallmentScheme DPPercentage 0.092154
DPPercentage InstallmentScheme 0.092154
HomeCompanyStatus Pekerjaan 0.092176
Pekerjaan HomeCompanyStatus 0.092176
SupplierAssetStatus CAMOSObligorExposure 0.092293
CAMOSObligorExposure SupplierAssetStatus 0.092293
FlagRO SektorEkonomi 0.092885
SektorEkonomi FlagRO 0.092885
Creditscore MadeIn 0.092908
MadeIn Creditscore 0.092908
CreditScoringResult FlagRO 0.093022
FlagRO CreditScoringResult 0.093022
jenispinjaman 0.093289
jenispinjaman FlagRO 0.093289
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FlagMerkPopular Pekerjaan 0.094030
NTFIDR SektorEkonomi 0.095217
SektorEkonomi NTFIDR 0.095217
Bidang_usaha Pendidikan 0.095715
Pendidikan Bidang_usaha 0.095715
ProductOffering isoveride 0.096187
isoveride ProductOffering 0.096187
CreditScoreSchemeID Jenis_KPM 0.096889
Jenis_KPM CreditScoreSchemeID 0.096889
Autoapprovalresult MainCoverage 0.096961
MainCoverage Autoapprovalresult 0.096961
AssetUsage Pekerjaan 0.097376
Pekerjaan AssetUsage 0.097376
flagImpact 0.097468
flagImpact Pekerjaan 0.097468
Pekerjaan flagImpactHL 0.097468
flagImpactHL Pekerjaan 0.097468
AssetUsage isoveride 0.098159
isoveride AssetUsage 0.098159
UsedNew FlagMerkPopular 0.099019
FlagMerkPopular UsedNew 0.099019
AssetCategoryId FlagRO 0.099558
FlagRO AssetCategoryId 0.099558
AssetCategory FlagRO 0.099594
FlagRO AssetCategory 0.099594
PersonalType AssetUsage 0.099618
AssetUsage PersonalType 0.099618
flagImpactHL Pendidikan 0.099668
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flagImpact 0.099668
flagImpact Pendidikan 0.099668
NTFIDR UsedNew 0.100385
UsedNew NTFIDR 0.100385
MadeIn Autoapprovalresult 0.100454
Autoapprovalresult MadeIn 0.100454
Wayofpayment jenispinjaman 0.100849
jenispinjaman Wayofpayment 0.100849
AssetCategoryId flagImpact 0.100861
flagImpact AssetCategoryId 0.100861
flagImpactHL AssetCategoryId 0.100861
AssetCategoryId flagImpactHL 0.100861
AssetCategory flagImpact 0.100865
flagImpact AssetCategory 0.100865
AssetCategory flagImpactHL 0.100865
flagImpactHL AssetCategory 0.100865
SektorEkonomi applicationsource 0.101161
applicationsource SektorEkonomi 0.101161
jenispinjaman MainCoverage 0.101747
MainCoverage jenispinjaman 0.101747
AssetCategoryId FirstInstallment 0.101803
FirstInstallment AssetCategoryId 0.101803
AssetCategory 0.101809
AssetCategory FirstInstallment 0.101809
CreditScoringResult MadeIn 0.102045
MadeIn CreditScoringResult 0.102045
CAMOSObligorExposure AutoApprovalFailed 0.102465
AutoApprovalFailed CAMOSObligorExposure 0.102465
MainCoverage Wayofpayment 0.103976
Wayofpayment MainCoverage 0.103976
NTFIDR Autoapprovalresult 0.104269
Autoapprovalresult NTFIDR 0.104269
PersonalType MainCoverage 0.105525
MainCoverage PersonalType 0.105525
CreditScoreSchemeID isKPM 0.106214
isKPM CreditScoreSchemeID 0.106214
NTFIDR Pekerjaan 0.107874
Pekerjaan NTFIDR 0.107874
FlagRO Pekerjaan 0.108060
Pekerjaan FlagRO 0.108060
NTFIDR CreditScoringResult 0.108212
CreditScoringResult NTFIDR 0.108212
flagbad DPPercentage 0.108940
DPPercentage flagbad 0.108940
isoveride DPPercentage 0.109126
DPPercentage isoveride 0.109126
FirstInstallment FlagRO 0.109201
FlagRO FirstInstallment 0.109201
FlagMerkPopular FlagRO 0.109519
FlagRO FlagMerkPopular 0.109519
CreditScoreSchemeID applicationsource 0.110259
applicationsource CreditScoreSchemeID 0.110259
AssetUsage FirstInstallment 0.110882
FirstInstallment AssetUsage 0.110882
MadeIn AutoApprovalFailed 0.112188
AutoApprovalFailed MadeIn 0.112188
Wayofpayment GroupProductId 0.112266
GroupProductId Wayofpayment 0.112266
Pendapatan Pekerjaan 0.112335
Pekerjaan Pendapatan 0.112335
MadeIn FlagMerkPopular 0.114959
FlagMerkPopular MadeIn 0.114959
jenispinjaman AssetCategory 0.115379
AssetCategory jenispinjaman 0.115379
jenispinjaman AssetCategoryId 0.115381
AssetCategoryId jenispinjaman 0.115381
ResidenceCompanyCity SupplierId 0.115694
SupplierId ResidenceCompanyCity 0.115694
Gender MaritalStatus 0.116065
MaritalStatus Gender 0.116065
ProductOffering jenispinjaman 0.116262
jenispinjaman ProductOffering 0.116262
MainCoverage flagImpactHL 0.116396
flagImpactHL MainCoverage 0.116396
MainCoverage flagImpact 0.116396
flagImpact MainCoverage 0.116396
AutoApprovalFailed SektorEkonomi 0.116434
SektorEkonomi AutoApprovalFailed 0.116434
FlagRO FlagNegCust 0.117336
FlagNegCust FlagRO 0.117336
DPPercentage FirstInstallment 0.118582
FirstInstallment DPPercentage 0.118582
FlagMerkPopular PersonalType 0.120027
PersonalType FlagMerkPopular 0.120027
AssetCategoryId AutoApprovalFailed 0.121826
AutoApprovalFailed AssetCategoryId 0.121826
AssetCategory 0.121835
AssetCategory AutoApprovalFailed 0.121835
FirstInstallment Creditscore 0.122179
Creditscore FirstInstallment 0.122179
AutoApprovalFailed ProductOffering 0.122346
ProductOffering AutoApprovalFailed 0.122346
SupplierId jenispinjaman 0.122407
jenispinjaman SupplierId 0.122407
isoveride jenispinjaman 0.123158
jenispinjaman isoveride 0.123158
CreditScoreSchemeID DPPercentage 0.123352
DPPercentage CreditScoreSchemeID 0.123352
Pendapatan FlagRO 0.123430
FlagRO Pendapatan 0.123430
CAMOSObligorExposure FlagMerkPopular 0.124130
FlagMerkPopular CAMOSObligorExposure 0.124130
AssetCategoryId Autoapprovalresult 0.124279
Autoapprovalresult AssetCategoryId 0.124279
AssetCategory 0.124305
AssetCategory Autoapprovalresult 0.124305
FirstInstallment NTFIDR 0.124891
NTFIDR FirstInstallment 0.124891
AssetCategoryId CreditScoringResult 0.125752
CreditScoringResult AssetCategoryId 0.125752
AssetCategory 0.125780
AssetCategory CreditScoringResult 0.125780
PersonalType Pendapatan 0.126745
Pendapatan PersonalType 0.126745
Creditscore SektorEkonomi 0.126952
SektorEkonomi Creditscore 0.126952
ProductType Wayofpayment 0.127221
Wayofpayment ProductType 0.127221
isoveride AutoApprovalFailed 0.127416
AutoApprovalFailed isoveride 0.127416
FlagRO 0.128707
FlagRO AutoApprovalFailed 0.128707
AutoApprovalFailed DPPercentage 0.129591
DPPercentage AutoApprovalFailed 0.129591
ProductOffering InstallmentScheme 0.129911
InstallmentScheme ProductOffering 0.129911
ProductOffering AssetUsage 0.130704
AssetUsage ProductOffering 0.130704
flagImpact FlagRO 0.131083
FlagRO flagImpact 0.131083
flagImpactHL FlagRO 0.131083
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ProductType MadeIn 0.132055
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flagImpact NTFIDR 0.132664
NTFIDR flagImpact 0.132664
flagImpactHL NTFIDR 0.132664
NTFIDR flagImpactHL 0.132664
flagImpact Bidang_usaha 0.133882
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flagImpactHL Bidang_usaha 0.133882
Bidang_usaha flagImpactHL 0.133882
CompanyCity SupplierId 0.134868
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FirstInstallment CreditScoringResult 0.135179
CreditScoringResult FirstInstallment 0.135179
NTFIDR DPPercentage 0.137529
DPPercentage NTFIDR 0.137529
MainCoverage 0.138457
MainCoverage DPPercentage 0.138457
NTFIDR SupplierAssetStatus 0.139433
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ProductOffering FlagMerkPopular 0.142770
FlagMerkPopular ProductOffering 0.142770
CreditScoreSchemeID Wayofpayment 0.142789
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FirstInstallment AutoApprovalFailed 0.144325
AutoApprovalFailed FirstInstallment 0.144325
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CreditScoreSchemeID MadeIn 0.145202
ProductType NTFIDR 0.145274
NTFIDR ProductType 0.145274
FirstInstallment Autoapprovalresult 0.145355
Autoapprovalresult FirstInstallment 0.145355
SupplierName UsedNew 0.147260
UsedNew SupplierName 0.147260
PersonalType NTFIDR 0.149458
NTFIDR PersonalType 0.149458
ProductOffering CreditScoringResult 0.151020
CreditScoringResult ProductOffering 0.151020
InstallmentScheme flagbad 0.155136
flagbad InstallmentScheme 0.155136
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FlagRO UsedNew 0.156781
ProductOffering SektorEkonomi 0.158346
SektorEkonomi ProductOffering 0.158346
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Pekerjaan Bidang_usaha 0.159112
ProductOffering Autoapprovalresult 0.159197
Autoapprovalresult ProductOffering 0.159197
NTFIDR CreditScoreSchemeID 0.161808
CreditScoreSchemeID NTFIDR 0.161808
PersonalType FlagRO 0.161982
FlagRO PersonalType 0.161982
flagbad FirstInstallment 0.164068
FirstInstallment flagbad 0.164068
PersonalType Bidang_usaha 0.171911
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AssetCategoryId Creditscore 0.177406
Creditscore AssetCategory 0.177429
AssetCategory Creditscore 0.177429
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SektorEkonomi Autoapprovalresult 0.179706
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NTFIDR FlagRO 0.181048
isoveride SektorEkonomi 0.181146
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NTFIDR AutoApprovalFailed 0.187993
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applicationsource Jenis_KPM 0.190719
Jenis_KPM applicationsource 0.190719
InstallmentScheme Creditscore 0.192975
Creditscore InstallmentScheme 0.192975
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SektorEkonomi CreditScoringResult 0.195873
CreditScoreSchemeID AssetCategoryId 0.196231
AssetCategoryId CreditScoreSchemeID 0.196231
CreditScoreSchemeID AssetCategory 0.196250
AssetCategory CreditScoreSchemeID 0.196250
ProductType ProductOffering 0.196457
ProductOffering ProductType 0.196457
CreditScoreSchemeID ProductOffering 0.200358
ProductOffering CreditScoreSchemeID 0.200358
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flagbad FlagNegCust 0.202116
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NTFIDR MadeIn 0.202633
applicationsource isKPM 0.204416
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ProductType AssetCategoryId 0.206873
AssetCategoryId ProductType 0.206873
AssetCategory ProductType 0.206881
ProductType AssetCategory 0.206881
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CreditScoreSchemeID MainCoverage 0.207786
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InstallmentScheme FirstInstallment 0.210414
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CreditScoringResult ProductType 0.216843
ProductType CreditScoringResult 0.216843
CreditScoreSchemeID CreditScoringResult 0.222378
CreditScoringResult CreditScoreSchemeID 0.222378
MaritalStatus HomeCompanyStatus 0.223508
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jenispinjaman AutoApprovalFailed 0.231886
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Jenis_KPM Wayofpayment 0.232560
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ProductType FirstInstallment 0.240373
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CreditScoreSchemeID Autoapprovalresult 0.260416
Autoapprovalresult CreditScoreSchemeID 0.260416
CreditScoreSchemeID jenispinjaman 0.264626
jenispinjaman CreditScoreSchemeID 0.264626
PersonalType Pendidikan 0.265181
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CreditScoreSchemeID AutoApprovalFailed 0.271226
AutoApprovalFailed CreditScoreSchemeID 0.271226
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NTFIDR CAMOSObligorExposure 0.292382
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jenispinjaman ProductType 0.292886
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jenispinjaman CreditScoringResult 0.301541
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InstallmentScheme MainCoverage 0.307349
GroupProductId isKPM 0.317594
isKPM GroupProductId 0.317594
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isoveride Creditscore 0.320186
Creditscore isoveride 0.320186
CreditScoreSchemeID isoveride 0.341083
isoveride CreditScoreSchemeID 0.341083
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ProductOffering Creditscore 0.344005
isoveride Autoapprovalresult 0.350885
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GroupProductId ProductType 0.355833
ProductType GroupProductId 0.355833
isoveride ProductType 0.390093
ProductType isoveride 0.390093
jenispinjaman Creditscore 0.394528
Creditscore jenispinjaman 0.394528
ProductType IsSyariah 0.407554
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isoveride CreditScoringResult 0.425323
CreditScoringResult isoveride 0.425323
CreditScoreSchemeID Creditscore 0.463403
Creditscore CreditScoreSchemeID 0.463403
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Creditscore AutoApprovalFailed 0.489702
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AssetUsage PurposeOfFinancingID 0.520812
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CreditScoringResult Creditscore 0.543681
AssetUsage FlagMerkPopular 0.546157
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Creditscore Autoapprovalresult 0.553194
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Autoapprovalresult AutoApprovalFailed 0.607289
CreditScoringResult AutoApprovalFailed 0.647502
AutoApprovalFailed CreditScoringResult 0.647502
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ResidenceCompanyCity CompanyCity 0.742849
CompanyCity ResidenceCompanyCity 0.742849
CreditScoreSchemeID ProductType 0.782548
ProductType CreditScoreSchemeID 0.782548
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isKPM Jenis_KPM 0.894982
Autoapprovalresult CreditScoringResult 0.923784
CreditScoringResult Autoapprovalresult 0.923784
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flagImpact flagImpactHL 1.000000
flagImpactHL flagImpact 1.000000
PersonalType PersonalType 1.000000
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jmltunggakanpokok jmltunggakanpokok 1.000000
Autoapprovalresult Autoapprovalresult 1.000000
CreditScoringResult CreditScoringResult 1.000000
flagImpact flagImpact 1.000000
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AssetUsage AssetUsage 1.000000
AssetCategory AssetCategory 1.000000
FirstInstallment FirstInstallment 1.000000
applicationsource applicationsource 1.000000
PurposeOfFinancingID PurposeOfFinancingID 1.000000
GroupProductId GroupProductId 1.000000
UsedNew UsedNew 1.000000
ProductType ProductType 1.000000
Wayofpayment Wayofpayment 1.000000
Pendidikan Pendidikan 1.000000
Pekerjaan Pekerjaan 1.000000
CompanyCity CompanyCity 1.000000
HomeCompanyStatus HomeCompanyStatus 1.000000
ResidenceCompanyCity ResidenceCompanyCity 1.000000
MaritalStatus MaritalStatus 1.000000
Gender Gender 1.000000
CreditScoreSchemeID CreditScoreSchemeID 1.000000
jmltunggakanhari jmltunggakanhari 1.000000
isoveride isoveride 1.000000
SektorEkonomi SektorEkonomi 1.000000
FlagMerkPopular FlagMerkPopular 1.000000
CAMOSObligorExposure CAMOSObligorExposure 1.000000
DPPercentage DPPercentage 1.000000
Creditscore Creditscore 1.000000
flagImpactHL flagImpactHL 1.000000
Pendapatan Pendapatan 1.000000
numofassetunit numofassetunit 1.000000
NTFIDR NTFIDR 1.000000
IsSyariah IsSyariah 1.000000
FlagRO FlagRO 1.000000
FlagNegCust FlagNegCust 1.000000
jenispinjaman jenispinjaman 1.000000
Jenis_KPM Jenis_KPM 1.000000
isKPM isKPM 1.000000
MadeIn MadeIn 1.000000
AssetCategoryId AssetCategoryId 1.000000
AssetType AssetType 1.000000
InstallmentScheme InstallmentScheme 1.000000
SupplierAssetStatus SupplierAssetStatus 1.000000
SupplierName SupplierName 1.000000
SupplierId SupplierId 1.000000
ProductOffering ProductOffering 1.000000
flagbad flagbad 1.000000
dtype: float64
dataCorr=c
dataCorr = dataCorr[abs(dataCorr) >= 0.01].stack().reset_index()
dataCorr = dataCorr[dataCorr['level_0'].astype(str)!=dataCorr['level_1'].astype(str)]
# filtering out lower/upper triangular duplicates
dataCorr['ordered-cols'] = dataCorr.apply(lambda x: '-'.join(sorted([x['level_0'],x['level_1']])),axis=1)
dataCorr = dataCorr.drop_duplicates(['ordered-cols'])
dataCorr.drop(['ordered-cols'], axis=1, inplace=True)
so = dataCorr.sort_values(by=0,kind="quicksort")
print(so)
level_0 level_1 0 297 Wayofpayment numofassetunit 0.010012 102 ResidenceCompanyCity ProductType 0.010019 760 CreditScoringResult jmltunggakanpokok 0.010055 119 ResidenceCompanyCity FlagRO 0.010097 78 MaritalStatus ResidenceCompanyCity 0.010116 113 ResidenceCompanyCity SupplierAssetStatus 0.010153 141 HomeCompanyStatus Autoapprovalresult 0.010178 103 ResidenceCompanyCity UsedNew 0.010260 913 ProductOffering AssetType 0.010263 611 AssetUsage jmltunggakanhari 0.010315 437 PurposeOfFinancingID AutoApprovalFailed 0.010334 1102 SupplierAssetStatus DPPercentage 0.010379 168 CompanyCity GroupProductId 0.010497 145 HomeCompanyStatus SupplierName 0.010543 394 GroupProductId AssetUsage 0.010617 435 PurposeOfFinancingID isoveride 0.010617 886 isoveride jmltunggakanpokok 0.010632 472 applicationsource flagImpact 0.010730 490 applicationsource flagImpactHL 0.010730 287 Wayofpayment SupplierName 0.010754 61 Gender AutoApprovalFailed 0.010760 124 ResidenceCompanyCity CAMOSObligorExposure 0.010760 802 Autoapprovalresult jmltunggakanpokok 0.010794 1442 IsSyariah FlagMerkPopular 0.010807 58 Gender Autoapprovalresult 0.010894 634 MainCoverage ProductOffering 0.010913 232 Pekerjaan jmltunggakanpokok 0.010947 794 Autoapprovalresult Jenis_KPM 0.010951 59 Gender isoveride 0.010957 443 PurposeOfFinancingID AssetCategoryId 0.010969 429 PurposeOfFinancingID AssetCategory 0.010971 1098 SupplierAssetStatus FlagRO 0.010975 370 UsedNew AssetType 0.011031 176 CompanyCity ProductOffering 0.011036 1336 jenispinjaman Pendapatan 0.011083 354 UsedNew applicationsource 0.011095 93 MaritalStatus DPPercentage 0.011113 376 UsedNew IsSyariah 0.011128 245 Pendidikan MainCoverage 0.011185 555 AssetCategory ProductOffering 0.011196 914 ProductOffering AssetCategoryId 0.011204 1042 SupplierId FlagMerkPopular 0.011289 1096 SupplierAssetStatus Jenis_KPM 0.011320 752 CreditScoringResult isKPM 0.011349 1651 DPPercentage FlagMerkPopular 0.011370 1105 SupplierAssetStatus jmltunggakanpokok 0.011373 414 GroupProductId numofassetunit 0.011491 125 ResidenceCompanyCity FlagMerkPopular 0.011497 240 Pendidikan Wayofpayment 0.011657 343 ProductType jmltunggakanpokok 0.011701 1152 AssetType MadeIn 0.011775 1299 Jenis_KPM DPPercentage 0.011782 427 PurposeOfFinancingID applicationsource 0.011792 1533 Pendapatan DPPercentage 0.011807 167 CompanyCity UsedNew 0.011846 66 Gender FlagNegCust 0.011898 85 MaritalStatus isoveride 0.011988 601 AssetUsage AssetCategoryId 0.012031 547 AssetCategory AssetUsage 0.012033 329 ProductType AssetType 0.012118 55 Gender MainCoverage 0.012150 81 MaritalStatus GroupProductId 0.012167 1226 MadeIn Jenis_KPM 0.012201 68 Gender IsSyariah 0.012203 1153 AssetType FlagNegCust 0.012220 842 CreditScoreSchemeID flagbad 0.012224 64 Gender SupplierAssetStatus 0.012356 251 Pendidikan ProductOffering 0.012378 89 MaritalStatus IsSyariah 0.012423 86 MaritalStatus AutoApprovalFailed 0.012436 65 Gender MadeIn 0.012469 1364 FlagNegCust Creditscore 0.012523 360 UsedNew Autoapprovalresult 0.012556 840 CreditScoreSchemeID CAMOSObligorExposure 0.012615 296 Wayofpayment NTFIDR 0.012706 63 Gender SupplierId 0.012913 449 PurposeOfFinancingID IsSyariah 0.012934 478 applicationsource SupplierId 0.012934 185 CompanyCity flagImpactHL 0.012956 173 CompanyCity flagImpact 0.012956 428 PurposeOfFinancingID FirstInstallment 0.013028 111 ResidenceCompanyCity ProductOffering 0.013074 12 PersonalType applicationsource 0.013079 493 applicationsource flagbad 0.013108 216 Pekerjaan SupplierName 0.013193 274 Wayofpayment PurposeOfFinancingID 0.013291 711 flagImpact AssetType 0.013342 1156 AssetType flagImpactHL 0.013342 1340 jenispinjaman CAMOSObligorExposure 0.013392 1267 isKPM DPPercentage 0.013402 158 HomeCompanyStatus FlagMerkPopular 0.013409 108 ResidenceCompanyCity Bidang_usaha 0.013544 456 PurposeOfFinancingID jmltunggakanhari 0.013594 115 ResidenceCompanyCity MadeIn 0.013633 486 applicationsource FlagRO 0.013639 677 Bidang_usaha SupplierAssetStatus 0.013787 954 AutoApprovalFailed AssetType 0.013838 869 isoveride SupplierAssetStatus 0.013851 596 AssetUsage AutoApprovalFailed 0.013869 958 AutoApprovalFailed Jenis_KPM 0.013976 925 ProductOffering DPPercentage 0.014025 339 ProductType flagImpactHL 0.014057 317 ProductType flagImpact 0.014057 1615 Creditscore jmltunggakanpokok 0.014062 146 HomeCompanyStatus SupplierAssetStatus 0.014067 42 PersonalType jmltunggakanpokok 0.014069 171 CompanyCity MainCoverage 0.014092 413 GroupProductId NTFIDR 0.014100 411 GroupProductId FlagRO 0.014167 155 HomeCompanyStatus Creditscore 0.014192 837 CreditScoreSchemeID flagImpactHL 0.014193 704 flagImpact CreditScoreSchemeID 0.014193 879 isoveride NTFIDR 0.014204 1151 AssetType AssetCategoryId 0.014320 560 AssetCategory AssetType 0.014320 301 Wayofpayment CAMOSObligorExposure 0.014358 223 Pekerjaan jenispinjaman 0.014414 172 CompanyCity Bidang_usaha 0.014452 960 AutoApprovalFailed FlagNegCust 0.014493 1135 InstallmentScheme numofassetunit 0.014553 188 CompanyCity CAMOSObligorExposure 0.014562 396 GroupProductId flagImpact 0.014565 415 GroupProductId flagImpactHL 0.014565 380 UsedNew Creditscore 0.014583 139 HomeCompanyStatus Bidang_usaha 0.014593 457 PurposeOfFinancingID flagbad 0.014663 137 HomeCompanyStatus AssetUsage 0.014721 604 AssetUsage IsSyariah 0.014766 275 Wayofpayment applicationsource 0.014846 104 ResidenceCompanyCity GroupProductId 0.014899 33 PersonalType jenispinjaman 0.014964 827 CreditScoreSchemeID AssetType 0.014982 302 Wayofpayment FlagMerkPopular 0.015111 149 HomeCompanyStatus Jenis_KPM 0.015127 1072 SupplierName Pendapatan 0.015134 1225 MadeIn isKPM 0.015148 356 UsedNew AssetUsage 0.015169 1736 FlagMerkPopular jmltunggakanpokok 0.015177 676 Bidang_usaha SupplierId 0.015189 793 Autoapprovalresult isKPM 0.015269 995 SektorEkonomi SupplierName 0.015310 9 PersonalType ProductType 0.015370 148 HomeCompanyStatus isKPM 0.015399 1500 numofassetunit CAMOSObligorExposure 0.015426 224 Pekerjaan FlagNegCust 0.015449 1342 jenispinjaman flagbad 0.015576 525 FirstInstallment FlagNegCust 0.015624 261 Pendidikan CAMOSObligorExposure 0.015688 928 ProductOffering flagbad 0.015754 353 UsedNew PurposeOfFinancingID 0.015858 713 flagImpact MadeIn 0.015878 1233 MadeIn flagImpactHL 0.015878 405 GroupProductId InstallmentScheme 0.016015 62 Gender SektorEkonomi 0.016046 1095 SupplierAssetStatus isKPM 0.016153 123 ResidenceCompanyCity DPPercentage 0.016205 1101 SupplierAssetStatus flagImpactHL 0.016227 709 flagImpact SupplierAssetStatus 0.016227 1263 isKPM NTFIDR 0.016281 1133 InstallmentScheme IsSyariah 0.016380 407 GroupProductId MadeIn 0.016386 189 CompanyCity FlagMerkPopular 0.016412 21 PersonalType CreditScoreSchemeID 0.016419 255 Pendidikan MadeIn 0.016592 187 CompanyCity DPPercentage 0.016703 651 MainCoverage Creditscore 0.016716 117 ResidenceCompanyCity Jenis_KPM 0.016720 384 UsedNew jmltunggakanpokok 0.016790 26 PersonalType SupplierName 0.016837 121 ResidenceCompanyCity NTFIDR 0.016921 178 CompanyCity InstallmentScheme 0.016943 359 UsedNew CreditScoringResult 0.016980 1441 IsSyariah DPPercentage 0.016981 179 CompanyCity MadeIn 0.017089 109 ResidenceCompanyCity Autoapprovalresult 0.017300 602 AssetUsage jenispinjaman 0.017492 824 CreditScoreSchemeID SektorEkonomi 0.017495 1443 IsSyariah flagbad 0.017503 404 GroupProductId SupplierName 0.017681 645 MainCoverage FlagNegCust 0.017691 1302 Jenis_KPM flagbad 0.017703 174 CompanyCity Autoapprovalresult 0.017836 183 CompanyCity IsSyariah 0.017968 1154 AssetType FlagRO 0.017981 1270 isKPM flagbad 0.018241 92 MaritalStatus Creditscore 0.018242 1035 SupplierId InstallmentScheme 0.018361 181 CompanyCity Jenis_KPM 0.018367 131 HomeCompanyStatus CompanyCity 0.018382 94 MaritalStatus CAMOSObligorExposure 0.018679 308 ProductType UsedNew 0.018686 957 AutoApprovalFailed isKPM 0.018731 116 ResidenceCompanyCity isKPM 0.018892 684 Bidang_usaha Creditscore 0.018931 489 applicationsource numofassetunit 0.019178 678 Bidang_usaha AssetCategoryId 0.019178 549 AssetCategory Bidang_usaha 0.019189 184 CompanyCity NTFIDR 0.019249 221 Pekerjaan isKPM 0.019285 1614 Creditscore FlagMerkPopular 0.019300 440 PurposeOfFinancingID SupplierName 0.019317 707 flagImpact AutoApprovalFailed 0.019499 965 AutoApprovalFailed flagImpactHL 0.019499 1158 AssetType FlagMerkPopular 0.019524 1136 InstallmentScheme Pendapatan 0.019572 34 PersonalType FlagNegCust 0.019615 480 applicationsource InstallmentScheme 0.019660 114 ResidenceCompanyCity InstallmentScheme 0.019670 217 Pekerjaan SupplierAssetStatus 0.019725 344 ProductType flagbad 0.019781 1694 CAMOSObligorExposure flagbad 0.019856 1411 FlagRO flagbad 0.020050 373 UsedNew Jenis_KPM 0.020289 1484 NTFIDR numofassetunit 0.020331 1157 AssetType CAMOSObligorExposure 0.020358 417 GroupProductId DPPercentage 0.020431 1363 FlagNegCust flagImpactHL 0.020531 717 flagImpact FlagNegCust 0.020531 198 Pekerjaan Wayofpayment 0.020564 51 Gender UsedNew 0.020572 1237 MadeIn flagbad 0.020573 138 HomeCompanyStatus MainCoverage 0.020754 107 ResidenceCompanyCity MainCoverage 0.020772 50 Gender Wayofpayment 0.020829 1070 SupplierName IsSyariah 0.020833 833 CreditScoreSchemeID FlagNegCust 0.020878 876 isoveride FlagNegCust 0.020883 222 Pekerjaan Jenis_KPM 0.020989 670 Bidang_usaha CreditScoringResult 0.021062 254 Pendidikan AssetCategoryId 0.021074 335 ProductType FlagNegCust 0.021090 220 Pekerjaan MadeIn 0.021092 243 Pendidikan AssetCategory 0.021114 878 isoveride IsSyariah 0.021499 83 MaritalStatus CreditScoringResult 0.021522 144 HomeCompanyStatus SupplierId 0.021526 120 ResidenceCompanyCity IsSyariah 0.021532 90 MaritalStatus NTFIDR 0.021617 1295 Jenis_KPM NTFIDR 0.021698 492 applicationsource DPPercentage 0.021710 180 CompanyCity isKPM 0.021861 186 CompanyCity Creditscore 0.021870 84 MaritalStatus Autoapprovalresult 0.021877 682 Bidang_usaha Pendapatan 0.021883 256 Pendidikan NTFIDR 0.021886 1155 AssetType NTFIDR 0.021893 1039 SupplierId IsSyariah 0.021908 431 PurposeOfFinancingID MainCoverage 0.021932 841 CreditScoreSchemeID FlagMerkPopular 0.021961 716 flagImpact jenispinjaman 0.021961 1337 jenispinjaman flagImpactHL 0.021961 257 Pendidikan Pendapatan 0.022022 1616 Creditscore flagbad 0.022055 418 GroupProductId flagbad 0.022172 1230 MadeIn IsSyariah 0.022178 381 UsedNew DPPercentage 0.022280 679 Bidang_usaha MadeIn 0.022457 1068 SupplierName jenispinjaman 0.022491 1134 InstallmentScheme NTFIDR 0.022678 1536 Pendapatan jmltunggakanpokok 0.022693 597 AssetUsage SektorEkonomi 0.022706 638 MainCoverage SupplierAssetStatus 0.022872 153 HomeCompanyStatus Pendapatan 0.022875 1410 FlagRO jmltunggakanpokok 0.022900 156 HomeCompanyStatus DPPercentage 0.022907 324 ProductType SektorEkonomi 0.022980 165 CompanyCity Pendidikan 0.023140 487 applicationsource IsSyariah 0.023157 399 GroupProductId CreditScoreSchemeID 0.023247 393 GroupProductId AssetCategory 0.023255 406 GroupProductId AssetCategoryId 0.023259 272 Wayofpayment UsedNew 0.023384 278 Wayofpayment AssetUsage 0.023384 288 Wayofpayment SupplierAssetStatus 0.023438 357 UsedNew MainCoverage 0.023463 564 AssetCategory FlagNegCust 0.023470 1187 AssetCategoryId FlagNegCust 0.023471 122 ResidenceCompanyCity Creditscore 0.023594 671 Bidang_usaha Autoapprovalresult 0.023771 572 AssetCategory CAMOSObligorExposure 0.024006 1195 AssetCategoryId CAMOSObligorExposure 0.024009 680 Bidang_usaha FlagRO 0.024166 1000 SektorEkonomi FlagNegCust 0.024172 372 UsedNew isKPM 0.024197 445 PurposeOfFinancingID isKPM 0.024420 142 HomeCompanyStatus isoveride 0.024442 606 AssetUsage numofassetunit 0.024650 53 Gender FirstInstallment 0.024698 8 PersonalType Wayofpayment 0.024705 218 Pekerjaan InstallmentScheme 0.024761 1269 isKPM FlagMerkPopular 0.024775 60 Gender ProductOffering 0.024807 720 flagImpact Pendapatan 0.024812 1532 Pendapatan flagImpactHL 0.024812 799 Autoapprovalresult Pendapatan 0.024840 1197 AssetCategoryId flagbad 0.024915 574 AssetCategory flagbad 0.024920 446 PurposeOfFinancingID Jenis_KPM 0.025065 252 Pendidikan AutoApprovalFailed 0.025147 1228 MadeIn FlagNegCust 0.025173 488 applicationsource NTFIDR 0.025227 157 HomeCompanyStatus CAMOSObligorExposure 0.025294 1066 SupplierName AssetCategoryId 0.025303 558 AssetCategory SupplierName 0.025324 590 AssetUsage flagImpact 0.025329 607 AssetUsage flagImpactHL 0.025329 603 AssetUsage FlagRO 0.025345 199 Pekerjaan ProductType 0.025382 362 UsedNew isoveride 0.025422 442 PurposeOfFinancingID InstallmentScheme 0.025468 259 Pendidikan Creditscore 0.025536 447 PurposeOfFinancingID jenispinjaman 0.025787 342 ProductType FlagMerkPopular 0.026242 566 AssetCategory IsSyariah 0.026259 1189 AssetCategoryId IsSyariah 0.026261 27 PersonalType SupplierAssetStatus 0.026391 432 PurposeOfFinancingID CreditScoringResult 0.026466 98 ResidenceCompanyCity HomeCompanyStatus 0.026562 674 Bidang_usaha AutoApprovalFailed 0.026582 589 AssetUsage Bidang_usaha 0.026623 369 UsedNew InstallmentScheme 0.026678 133 HomeCompanyStatus Pendidikan 0.026887 1341 jenispinjaman jmltunggakanpokok 0.026938 757 CreditScoringResult Pendapatan 0.027085 200 Pekerjaan UsedNew 0.027119 915 ProductOffering MadeIn 0.027125 210 Pekerjaan CreditScoreSchemeID 0.027150 826 CreditScoreSchemeID SupplierAssetStatus 0.027226 2 PersonalType MaritalStatus 0.027241 705 flagImpact isoveride 0.027318 881 isoveride flagImpactHL 0.027318 877 isoveride FlagRO 0.027402 52 Gender PurposeOfFinancingID 0.027403 298 Wayofpayment Pendapatan 0.027417 175 CompanyCity isoveride 0.027497 1268 isKPM CAMOSObligorExposure 0.027876 1097 SupplierAssetStatus jenispinjaman 0.027967 3 PersonalType ResidenceCompanyCity 0.028050 573 AssetCategory FlagMerkPopular 0.028150 1196 AssetCategoryId FlagMerkPopular 0.028154 491 applicationsource Creditscore 0.028220 1300 Jenis_KPM CAMOSObligorExposure 0.028271 439 PurposeOfFinancingID SupplierId 0.028271 1301 Jenis_KPM FlagMerkPopular 0.028280 1075 SupplierName FlagMerkPopular 0.028420 534 FirstInstallment FlagMerkPopular 0.028474 159 HomeCompanyStatus flagbad 0.028611 100 ResidenceCompanyCity Pekerjaan 0.028944 1367 FlagNegCust jmltunggakanpokok 0.028987 482 applicationsource MadeIn 0.029028 262 Pendidikan FlagMerkPopular 0.029080 715 flagImpact Jenis_KPM 0.029160 1297 Jenis_KPM flagImpactHL 0.029160 43 PersonalType flagbad 0.029225 249 Pendidikan Autoapprovalresult 0.029250 277 Wayofpayment AssetCategory 0.029260 290 Wayofpayment AssetCategoryId 0.029284 673 Bidang_usaha isoveride 0.029344 714 flagImpact isKPM 0.029382 1265 isKPM flagImpactHL 0.029382 1264 isKPM Pendapatan 0.029422 73 Gender CAMOSObligorExposure 0.029577 248 Pendidikan CreditScoringResult 0.029609 481 applicationsource AssetCategoryId 0.029858 469 applicationsource AssetCategory 0.029865 325 ProductType SupplierId 0.030069 1491 NTFIDR jmltunggakanpokok 0.030255 880 isoveride Pendapatan 0.030272 686 Bidang_usaha FlagMerkPopular 0.030367 722 flagImpact DPPercentage 0.030396 1572 flagImpactHL DPPercentage 0.030396 1298 Jenis_KPM Creditscore 0.030414 38 PersonalType flagImpactHL 0.030417 18 PersonalType flagImpact 0.030417 433 PurposeOfFinancingID Autoapprovalresult 0.030482 1071 SupplierName NTFIDR 0.030559 110 ResidenceCompanyCity isoveride 0.030850 30 PersonalType MadeIn 0.031063 401 GroupProductId AutoApprovalFailed 0.031070 134 HomeCompanyStatus applicationsource 0.031155 250 Pendidikan isoveride 0.031215 209 Pekerjaan Autoapprovalresult 0.031297 451 PurposeOfFinancingID numofassetunit 0.031455 609 AssetUsage CAMOSObligorExposure 0.031465 655 MainCoverage flagbad 0.031471 71 Gender flagImpactHL 0.031512 57 Gender flagImpact 0.031512 54 Gender AssetUsage 0.031596 22 PersonalType isoveride 0.031702 1041 SupplierId DPPercentage 0.031898 1613 Creditscore CAMOSObligorExposure 0.031932 872 isoveride MadeIn 0.032002 748 CreditScoringResult SupplierName 0.032027 1191 AssetCategoryId Pendapatan 0.032032 568 AssetCategory Pendapatan 0.032038 135 HomeCompanyStatus FirstInstallment 0.032099 310 ProductType PurposeOfFinancingID 0.032464 1612 Creditscore DPPercentage 0.032514 72 Gender Creditscore 0.032553 479 applicationsource SupplierName 0.032573 208 Pekerjaan CreditScoringResult 0.032621 1296 Jenis_KPM Pendapatan 0.032656 923 ProductOffering flagImpactHL 0.032663 706 flagImpact ProductOffering 0.032663 685 Bidang_usaha DPPercentage 0.032686 600 AssetUsage InstallmentScheme 0.032692 101 ResidenceCompanyCity Wayofpayment 0.032716 710 flagImpact InstallmentScheme 0.032786 1137 InstallmentScheme flagImpactHL 0.032786 1076 SupplierName flagbad 0.033089 452 PurposeOfFinancingID Pendapatan 0.033104 1194 AssetCategoryId DPPercentage 0.033229 571 AssetCategory DPPercentage 0.033256 241 Pendidikan PurposeOfFinancingID 0.033267 922 ProductOffering Pendapatan 0.033488 1140 InstallmentScheme FlagMerkPopular 0.033613 1074 SupplierName CAMOSObligorExposure 0.033980 395 GroupProductId MainCoverage 0.034062 147 HomeCompanyStatus AssetCategoryId 0.034162 136 HomeCompanyStatus AssetCategory 0.034170 789 Autoapprovalresult SupplierName 0.034216 1266 isKPM Creditscore 0.034341 170 CompanyCity FirstInstallment 0.034419 295 Wayofpayment IsSyariah 0.034469 80 MaritalStatus Pekerjaan 0.034663 1366 FlagNegCust FlagMerkPopular 0.034706 70 Gender Pendapatan 0.035059 211 Pekerjaan isoveride 0.035092 444 PurposeOfFinancingID MadeIn 0.035388 919 ProductOffering FlagRO 0.035410 291 Wayofpayment MadeIn 0.035611 403 GroupProductId SupplierId 0.035761 143 HomeCompanyStatus SektorEkonomi 0.035997 599 AssetUsage SupplierName 0.036041 450 PurposeOfFinancingID NTFIDR 0.036179 263 Pendidikan flagbad 0.036205 519 FirstInstallment SupplierId 0.036448 1693 CAMOSObligorExposure jmltunggakanpokok 0.036453 438 PurposeOfFinancingID SektorEkonomi 0.036482 633 MainCoverage isoveride 0.036492 1008 SektorEkonomi CAMOSObligorExposure 0.036496 533 FirstInstallment CAMOSObligorExposure 0.036972 681 Bidang_usaha NTFIDR 0.037247 1009 SektorEkonomi FlagMerkPopular 0.037306 1574 flagImpactHL FlagMerkPopular 0.037524 724 flagImpact FlagMerkPopular 0.037524 166 CompanyCity Wayofpayment 0.037616 213 Pekerjaan AutoApprovalFailed 0.037850 1339 jenispinjaman DPPercentage 0.037942 921 ProductOffering NTFIDR 0.037977 10 PersonalType UsedNew 0.037981 510 FirstInstallment Bidang_usaha 0.038008 242 Pendidikan FirstInstallment 0.038025 868 isoveride SupplierName 0.038454 316 ProductType Bidang_usaha 0.038554 374 UsedNew FlagNegCust 0.038666 169 CompanyCity applicationsource 0.038732 962 AutoApprovalFailed IsSyariah 0.038962 870 isoveride InstallmentScheme 0.039166 910 ProductOffering SupplierId 0.039279 999 SektorEkonomi jenispinjaman 0.039595 953 AutoApprovalFailed InstallmentScheme 0.040015 608 AssetUsage DPPercentage 0.040039 391 GroupProductId applicationsource 0.040297 328 ProductType InstallmentScheme 0.040319 260 Pendidikan DPPercentage 0.040410 1065 SupplierName InstallmentScheme 0.040827 1004 SektorEkonomi Pendapatan 0.040848 598 AssetUsage SupplierId 0.040921 118 ResidenceCompanyCity jenispinjaman 0.040962 32 PersonalType Jenis_KPM 0.041005 1037 SupplierId Jenis_KPM 0.041072 653 MainCoverage CAMOSObligorExposure 0.041094 20 PersonalType Autoapprovalresult 0.041153 1034 SupplierId SupplierAssetStatus 0.041162 471 applicationsource Bidang_usaha 0.041318 31 PersonalType isKPM 0.041556 640 MainCoverage AssetType 0.041860 1104 SupplierAssetStatus FlagMerkPopular 0.041917 529 FirstInstallment Pendapatan 0.041941 1 PersonalType Gender 0.042048 392 GroupProductId FirstInstallment 0.042084 361 UsedNew CreditScoreSchemeID 0.042247 28 PersonalType InstallmentScheme 0.042569 1132 InstallmentScheme FlagRO 0.042740 19 PersonalType CreditScoringResult 0.042765 1040 SupplierId NTFIDR 0.042781 410 GroupProductId jenispinjaman 0.042813 229 Pekerjaan Creditscore 0.042924 416 GroupProductId Creditscore 0.043202 1043 SupplierId flagbad 0.043327 675 Bidang_usaha SektorEkonomi 0.043368 1737 FlagMerkPopular flagbad 0.043524 441 PurposeOfFinancingID SupplierAssetStatus 0.043536 1262 isKPM FlagRO 0.043859 1362 FlagNegCust Pendapatan 0.043973 212 Pekerjaan ProductOffering 0.044072 996 SektorEkonomi InstallmentScheme 0.044152 1294 Jenis_KPM FlagRO 0.044181 637 MainCoverage SupplierId 0.044498 527 FirstInstallment IsSyariah 0.044529 1036 SupplierId isKPM 0.044687 970 AutoApprovalFailed flagbad 0.044699 233 Pekerjaan flagbad 0.044876 276 Wayofpayment FirstInstallment 0.045017 88 MaritalStatus FlagRO 0.045142 106 ResidenceCompanyCity FirstInstallment 0.045208 649 MainCoverage Pendapatan 0.045232 82 MaritalStatus flagImpact 0.045739 91 MaritalStatus flagImpactHL 0.045739 1334 jenispinjaman IsSyariah 0.045864 885 isoveride FlagMerkPopular 0.046021 5 PersonalType CompanyCity 0.046386 1069 SupplierName FlagRO 0.046400 358 UsedNew flagImpact 0.046569 379 UsedNew flagImpactHL 0.046569 23 PersonalType ProductOffering 0.046648 964 AutoApprovalFailed Pendapatan 0.046673 874 isoveride Jenis_KPM 0.046758 926 ProductOffering CAMOSObligorExposure 0.046798 283 Wayofpayment isoveride 0.046828 74 Gender FlagMerkPopular 0.047045 1131 InstallmentScheme jenispinjaman 0.047287 105 ResidenceCompanyCity applicationsource 0.047561 56 Gender Bidang_usaha 0.048037 327 ProductType SupplierAssetStatus 0.048253 182 CompanyCity jenispinjaman 0.048377 884 isoveride CAMOSObligorExposure 0.048663 643 MainCoverage Jenis_KPM 0.048782 202 Pekerjaan FirstInstallment 0.049053 476 applicationsource AutoApprovalFailed 0.049125 952 AutoApprovalFailed SupplierName 0.049813 873 isoveride isKPM 0.049836 398 GroupProductId Autoapprovalresult 0.050045 524 FirstInstallment jenispinjaman 0.050599 164 CompanyCity Pekerjaan 0.050602 672 Bidang_usaha CreditScoreSchemeID 0.050646 994 SektorEkonomi SupplierId 0.051365 434 PurposeOfFinancingID CreditScoreSchemeID 0.051554 1227 MadeIn jenispinjaman 0.051614 289 Wayofpayment InstallmentScheme 0.051843 1232 MadeIn Pendapatan 0.051936 378 UsedNew Pendapatan 0.052064 468 applicationsource FirstInstallment 0.052240 453 PurposeOfFinancingID Creditscore 0.052560 788 Autoapprovalresult SupplierId 0.052817 515 FirstInstallment isoveride 0.052867 647 MainCoverage IsSyariah 0.053019 605 AssetUsage NTFIDR 0.053195 397 GroupProductId CreditScoringResult 0.053230 1229 MadeIn FlagRO 0.053551 642 MainCoverage isKPM 0.053987 214 Pekerjaan SektorEkonomi 0.054433 402 GroupProductId SektorEkonomi 0.054792 203 Pekerjaan AssetCategory 0.055354 219 Pekerjaan AssetCategoryId 0.055409 1002 SektorEkonomi IsSyariah 0.055452 588 AssetUsage MainCoverage 0.055487 314 ProductType AssetUsage 0.055513 87 MaritalStatus jenispinjaman 0.055780 25 PersonalType SupplierId 0.055895 299 Wayofpayment Creditscore 0.056068 761 CreditScoringResult flagbad 0.056378 49 Gender Pendidikan 0.056466 371 UsedNew MadeIn 0.056721 747 CreditScoringResult SupplierId 0.056823 834 CreditScoreSchemeID FlagRO 0.057338 1067 SupplierName MadeIn 0.057419 448 PurposeOfFinancingID FlagRO 0.057518 48 Gender Pekerjaan 0.057602 803 Autoapprovalresult flagbad 0.057669 797 Autoapprovalresult IsSyariah 0.058015 364 UsedNew AutoApprovalFailed 0.058478 1440 IsSyariah Creditscore 0.058625 454 PurposeOfFinancingID CAMOSObligorExposure 0.059242 39 PersonalType Creditscore 0.059337 755 CreditScoringResult IsSyariah 0.059482 69 Gender NTFIDR 0.059647 47 Gender HomeCompanyStatus 0.059887 67 Gender FlagRO 0.060195 285 Wayofpayment SektorEkonomi 0.060452 150 HomeCompanyStatus jenispinjaman 0.060693 835 CreditScoreSchemeID IsSyariah 0.060970 152 HomeCompanyStatus NTFIDR 0.061413 230 Pekerjaan CAMOSObligorExposure 0.061422 336 ProductType FlagRO 0.061661 355 UsedNew FirstInstallment 0.061677 801 Autoapprovalresult CAMOSObligorExposure 0.061736 591 AssetUsage CreditScoringResult 0.061755 523 FirstInstallment MadeIn 0.062105 917 ProductOffering Jenis_KPM 0.062610 1235 MadeIn CAMOSObligorExposure 0.062651 1100 SupplierAssetStatus Pendapatan 0.063161 1064 SupplierName SupplierAssetStatus 0.063775 1130 InstallmentScheme AssetCategoryId 0.063775 559 AssetCategory InstallmentScheme 0.063779 723 flagImpact CAMOSObligorExposure 0.064282 1573 flagImpactHL CAMOSObligorExposure 0.064282 1361 FlagNegCust NTFIDR 0.064651 205 Pekerjaan MainCoverage 0.065033 1033 SupplierId SupplierName 0.065059 562 AssetCategory MadeIn 0.065258 1185 AssetCategoryId MadeIn 0.065259 286 Wayofpayment SupplierId 0.065458 592 AssetUsage Autoapprovalresult 0.065637 612 AssetUsage flagbad 0.065892 151 HomeCompanyStatus FlagRO 0.065924 759 CreditScoringResult CAMOSObligorExposure 0.066247 140 HomeCompanyStatus flagImpact 0.066376 154 HomeCompanyStatus flagImpactHL 0.066376 1335 jenispinjaman NTFIDR 0.066528 365 UsedNew SektorEkonomi 0.066805 920 ProductOffering IsSyariah 0.068112 333 ProductType Jenis_KPM 0.068537 916 ProductOffering isKPM 0.069843 887 isoveride flagbad 0.070115 749 CreditScoringResult InstallmentScheme 0.070381 911 ProductOffering SupplierAssetStatus 0.071044 201 Pekerjaan PurposeOfFinancingID 0.071209 593 AssetUsage CreditScoreSchemeID 0.071425 641 MainCoverage AssetCategoryId 0.071501 548 AssetCategory MainCoverage 0.071510 790 Autoapprovalresult InstallmentScheme 0.071574 708 flagImpact SektorEkonomi 0.072844 1005 SektorEkonomi flagImpactHL 0.072844 244 Pendidikan AssetUsage 0.073126 24 PersonalType SektorEkonomi 0.073877 366 UsedNew SupplierId 0.074374 470 applicationsource MainCoverage 0.074543 511 FirstInstallment flagImpact 0.075033 530 FirstInstallment flagImpactHL 0.075033 473 applicationsource CreditScoringResult 0.075703 636 MainCoverage SektorEkonomi 0.076035 998 SektorEkonomi MadeIn 0.076179 332 ProductType isKPM 0.076268 253 Pendidikan SupplierId 0.076646 825 CreditScoreSchemeID SupplierName 0.076664 485 applicationsource jenispinjaman 0.076706 1487 NTFIDR Creditscore 0.077936 40 PersonalType CAMOSObligorExposure 0.078339 4 PersonalType HomeCompanyStatus 0.078526 11 PersonalType PurposeOfFinancingID 0.078920 311 ProductType applicationsource 0.079238 1365 FlagNegCust CAMOSObligorExposure 0.079917 635 MainCoverage AutoApprovalFailed 0.080119 341 ProductType DPPercentage 0.080604 300 Wayofpayment DPPercentage 0.080699 215 Pekerjaan SupplierId 0.080753 1073 SupplierName Creditscore 0.080918 326 ProductType SupplierName 0.081246 13 PersonalType FirstInstallment 0.081925 648 MainCoverage NTFIDR 0.082067 1407 FlagRO Creditscore 0.082133 969 AutoApprovalFailed FlagMerkPopular 0.082193 14 PersonalType AssetCategory 0.082517 29 PersonalType AssetCategoryId 0.082531 554 AssetCategory isoveride 0.082862 871 isoveride AssetCategoryId 0.082876 280 Wayofpayment CreditScoringResult 0.083304 474 applicationsource Autoapprovalresult 0.083772 520 FirstInstallment SupplierName 0.085151 654 MainCoverage FlagMerkPopular 0.085311 284 Wayofpayment AutoApprovalFailed 0.086569 281 Wayofpayment Autoapprovalresult 0.086740 646 MainCoverage FlagRO 0.086895 400 GroupProductId ProductOffering 0.087426 997 SektorEkonomi AssetCategoryId 0.087590 557 AssetCategory SektorEkonomi 0.087623 1007 SektorEkonomi DPPercentage 0.088068 1535 Pendapatan FlagMerkPopular 0.088077 1010 SektorEkonomi flagbad 0.089887 796 Autoapprovalresult FlagRO 0.090742 382 UsedNew CAMOSObligorExposure 0.091378 436 PurposeOfFinancingID ProductOffering 0.091558 630 MainCoverage CreditScoringResult 0.091730 1139 InstallmentScheme DPPercentage 0.092154 132 HomeCompanyStatus Pekerjaan 0.092176 1103 SupplierAssetStatus CAMOSObligorExposure 0.092293 1001 SektorEkonomi FlagRO 0.092885 1234 MadeIn Creditscore 0.092908 754 CreditScoringResult FlagRO 0.093022 1333 jenispinjaman FlagRO 0.093289 231 Pekerjaan FlagMerkPopular 0.094030 1003 SektorEkonomi NTFIDR 0.095217 246 Pendidikan Bidang_usaha 0.095715 865 isoveride ProductOffering 0.096187 831 CreditScoreSchemeID Jenis_KPM 0.096889 631 MainCoverage Autoapprovalresult 0.096961 204 Pekerjaan AssetUsage 0.097376 207 Pekerjaan flagImpact 0.097468 228 Pekerjaan flagImpactHL 0.097468 594 AssetUsage isoveride 0.098159 383 UsedNew FlagMerkPopular 0.099019 1188 AssetCategoryId FlagRO 0.099558 565 AssetCategory FlagRO 0.099594 15 PersonalType AssetUsage 0.099618 258 Pendidikan flagImpactHL 0.099668 247 Pendidikan flagImpact 0.099668 377 UsedNew NTFIDR 0.100385 792 Autoapprovalresult MadeIn 0.100454 294 Wayofpayment jenispinjaman 0.100849 712 flagImpact AssetCategoryId 0.100861 1192 AssetCategoryId flagImpactHL 0.100861 550 AssetCategory flagImpact 0.100865 569 AssetCategory flagImpactHL 0.100865 477 applicationsource SektorEkonomi 0.101161 644 MainCoverage jenispinjaman 0.101747 522 FirstInstallment AssetCategoryId 0.101803 508 FirstInstallment AssetCategory 0.101809 751 CreditScoringResult MadeIn 0.102045 968 AutoApprovalFailed CAMOSObligorExposure 0.102465 279 Wayofpayment MainCoverage 0.103976 798 Autoapprovalresult NTFIDR 0.104269 16 PersonalType MainCoverage 0.105525 830 CreditScoreSchemeID isKPM 0.106214 226 Pekerjaan NTFIDR 0.107874 225 Pekerjaan FlagRO 0.108060 756 CreditScoringResult NTFIDR 0.108212 1652 DPPercentage flagbad 0.108940 883 isoveride DPPercentage 0.109126 526 FirstInstallment FlagRO 0.109201 1409 FlagRO FlagMerkPopular 0.109519 475 applicationsource CreditScoreSchemeID 0.110259 509 FirstInstallment AssetUsage 0.110882 956 AutoApprovalFailed MadeIn 0.112188 273 Wayofpayment GroupProductId 0.112266 227 Pekerjaan Pendapatan 0.112335 1236 MadeIn FlagMerkPopular 0.114959 563 AssetCategory jenispinjaman 0.115379 1186 AssetCategoryId jenispinjaman 0.115381 112 ResidenceCompanyCity SupplierId 0.115694 46 Gender MaritalStatus 0.116065 918 ProductOffering jenispinjaman 0.116262 650 MainCoverage flagImpactHL 0.116396 629 MainCoverage flagImpact 0.116396 951 AutoApprovalFailed SektorEkonomi 0.116434 1360 FlagNegCust FlagRO 0.117336 532 FirstInstallment DPPercentage 0.118582 41 PersonalType FlagMerkPopular 0.120027 955 AutoApprovalFailed AssetCategoryId 0.121826 556 AssetCategory AutoApprovalFailed 0.121835 531 FirstInstallment Creditscore 0.122179 908 ProductOffering AutoApprovalFailed 0.122346 1038 SupplierId jenispinjaman 0.122407 875 isoveride jenispinjaman 0.123158 839 CreditScoreSchemeID DPPercentage 0.123352 1405 FlagRO Pendapatan 0.123430 1692 CAMOSObligorExposure FlagMerkPopular 0.124130 791 Autoapprovalresult AssetCategoryId 0.124279 552 AssetCategory Autoapprovalresult 0.124305 528 FirstInstallment NTFIDR 0.124891 750 CreditScoringResult AssetCategoryId 0.125752 551 AssetCategory CreditScoringResult 0.125780 37 PersonalType Pendapatan 0.126745 1006 SektorEkonomi Creditscore 0.126952 271 Wayofpayment ProductType 0.127221 866 isoveride AutoApprovalFailed 0.127416 961 AutoApprovalFailed FlagRO 0.128707 967 AutoApprovalFailed DPPercentage 0.129591 912 ProductOffering InstallmentScheme 0.129911 595 AssetUsage ProductOffering 0.130704 718 flagImpact FlagRO 0.131083 1406 FlagRO flagImpactHL 0.131083 331 ProductType MadeIn 0.132055 719 flagImpact NTFIDR 0.132664 1486 NTFIDR flagImpactHL 0.132664 669 Bidang_usaha flagImpact 0.133882 683 Bidang_usaha flagImpactHL 0.133882 177 CompanyCity SupplierId 0.134868 512 FirstInstallment CreditScoringResult 0.135179 1488 NTFIDR DPPercentage 0.137529 652 MainCoverage DPPercentage 0.138457 1099 SupplierAssetStatus NTFIDR 0.139433 927 ProductOffering FlagMerkPopular 0.142770 282 Wayofpayment CreditScoreSchemeID 0.142789 517 FirstInstallment AutoApprovalFailed 0.144325 829 CreditScoreSchemeID MadeIn 0.145202 338 ProductType NTFIDR 0.145274 513 FirstInstallment Autoapprovalresult 0.145355 367 UsedNew SupplierName 0.147260 36 PersonalType NTFIDR 0.149458 744 CreditScoringResult ProductOffering 0.151020 1141 InstallmentScheme flagbad 0.155136 375 UsedNew FlagRO 0.156781 909 ProductOffering SektorEkonomi 0.158346 206 Pekerjaan Bidang_usaha 0.159112 785 Autoapprovalresult ProductOffering 0.159197 836 CreditScoreSchemeID NTFIDR 0.161808 35 PersonalType FlagRO 0.161982 535 FirstInstallment flagbad 0.164068 17 PersonalType Bidang_usaha 0.171911 315 ProductType MainCoverage 0.172733 1193 AssetCategoryId Creditscore 0.177406 570 AssetCategory Creditscore 0.177429 787 Autoapprovalresult SektorEkonomi 0.179706 1404 FlagRO NTFIDR 0.181048 867 isoveride SektorEkonomi 0.181146 963 AutoApprovalFailed NTFIDR 0.187993 484 applicationsource Jenis_KPM 0.190719 1138 InstallmentScheme Creditscore 0.192975 746 CreditScoringResult SektorEkonomi 0.195873 828 CreditScoreSchemeID AssetCategoryId 0.196231 553 AssetCategory CreditScoreSchemeID 0.196250 322 ProductType ProductOffering 0.196457 822 CreditScoreSchemeID ProductOffering 0.200358 1368 FlagNegCust flagbad 0.202116 1231 MadeIn NTFIDR 0.202633 483 applicationsource isKPM 0.204416 330 ProductType AssetCategoryId 0.206873 313 ProductType AssetCategory 0.206881 632 MainCoverage CreditScoreSchemeID 0.207786 1190 AssetCategoryId NTFIDR 0.208695 567 AssetCategory NTFIDR 0.208697 521 FirstInstallment InstallmentScheme 0.210414 318 ProductType CreditScoringResult 0.216843 742 CreditScoringResult CreditScoreSchemeID 0.222378 79 MaritalStatus HomeCompanyStatus 0.223508 516 FirstInstallment ProductOffering 0.230703 959 AutoApprovalFailed jenispinjaman 0.231886 293 Wayofpayment Jenis_KPM 0.232560 1485 NTFIDR Pendapatan 0.234140 312 ProductType FirstInstallment 0.240373 518 FirstInstallment SektorEkonomi 0.240630 1534 Pendapatan CAMOSObligorExposure 0.240766 319 ProductType Autoapprovalresult 0.246849 292 Wayofpayment isKPM 0.255506 323 ProductType AutoApprovalFailed 0.258335 783 Autoapprovalresult CreditScoreSchemeID 0.260416 832 CreditScoreSchemeID jenispinjaman 0.264626 7 PersonalType Pendidikan 0.265181 823 CreditScoreSchemeID AutoApprovalFailed 0.271226 1490 NTFIDR FlagMerkPopular 0.273718 197 Pekerjaan Pendidikan 0.276380 1408 FlagRO CAMOSObligorExposure 0.276793 409 GroupProductId Jenis_KPM 0.284712 363 UsedNew ProductOffering 0.287559 1489 NTFIDR CAMOSObligorExposure 0.292382 514 FirstInstallment CreditScoreSchemeID 0.292504 334 ProductType jenispinjaman 0.292886 795 Autoapprovalresult jenispinjaman 0.295710 753 CreditScoringResult jenispinjaman 0.301541 639 MainCoverage InstallmentScheme 0.307349 408 GroupProductId isKPM 0.317594 368 UsedNew SupplierAssetStatus 0.317658 882 isoveride Creditscore 0.320186 821 CreditScoreSchemeID isoveride 0.341083 924 ProductOffering Creditscore 0.344005 784 Autoapprovalresult isoveride 0.350885 309 ProductType GroupProductId 0.355833 321 ProductType isoveride 0.390093 1338 jenispinjaman Creditscore 0.394528 337 ProductType IsSyariah 0.407554 743 CreditScoringResult isoveride 0.425323 838 CreditScoreSchemeID Creditscore 0.463403 455 PurposeOfFinancingID FlagMerkPopular 0.469964 966 AutoApprovalFailed Creditscore 0.489702 340 ProductType Creditscore 0.517790 430 PurposeOfFinancingID AssetUsage 0.520812 758 CreditScoringResult Creditscore 0.543681 610 AssetUsage FlagMerkPopular 0.546157 800 Autoapprovalresult Creditscore 0.553194 786 Autoapprovalresult AutoApprovalFailed 0.607289 745 CreditScoringResult AutoApprovalFailed 0.647502 6 PersonalType Pekerjaan 0.669487 99 ResidenceCompanyCity CompanyCity 0.742849 320 ProductType CreditScoreSchemeID 0.782548 1261 isKPM Jenis_KPM 0.894982 741 CreditScoringResult Autoapprovalresult 0.923784 412 GroupProductId IsSyariah 0.934995 561 AssetCategory AssetCategoryId 0.999921 721 flagImpact flagImpactHL 1.000000
sns.catplot(y='ProductType', x='CreditScoreSchemeID',hue='flagbad',data=df)
<seaborn.axisgrid.FacetGrid at 0x230f4e49040>
from dython.nominal import associations
dytkor=associations(df, nominal_columns=['PersonalType', 'Gender', 'MaritalStatus', 'ResidenceCompanyCity',
'HomeCompanyStatus', 'CompanyCity', 'Pekerjaan', 'Pendidikan',
'Wayofpayment', 'ProductType', 'UsedNew', 'GroupProductId',
'PurposeOfFinancingID', 'applicationsource', 'FirstInstallment',
'AssetCategory', 'AssetUsage', 'MainCoverage',
'Bidang_usaha', 'flagImpact',
'CreditScoringResult', 'Autoapprovalresult',
'CreditScoreSchemeID', 'isoveride', 'ProductOffering',
'AutoApprovalFailed', 'SektorEkonomi', 'SupplierId',
'SupplierName', 'SupplierAssetStatus',
'InstallmentScheme', 'AssetType', 'AssetCategoryId',
'MadeIn', 'isKPM', 'Jenis_KPM',
'jenispinjaman', 'FlagNegCust',
'FlagRO'], numerical_columns=['IsSyariah','NTFIDR','numofassetunit','Pendapatan','flagImpactHL'
,'Creditscore','DPPercentage','CAMOSObligorExposure','FlagMerkPopular','jmltunggakanpokok','jmltunggakanhari'
,'flagbad'],figsize=(100,100) , cmap ="YlGnBu")
dytkor
{'corr': PersonalType Gender MaritalStatus \
PersonalType 1.000000 0.068578 0.054915
Gender 0.068578 1.000000 0.246660
MaritalStatus 0.054915 0.246660 1.000000
ResidenceCompanyCity 0.169641 0.089886 0.063150
HomeCompanyStatus 0.090190 0.063756 0.187369
CompanyCity 0.192872 0.106947 0.055822
Pekerjaan 0.791722 0.199579 0.093481
Pendidikan 0.269019 0.074209 0.033030
Wayofpayment 0.053340 0.029217 0.007442
IsSyariah 0.008138 0.012203 0.016482
ProductType 0.049403 0.021748 0.022810
UsedNew 0.040394 0.020360 0.006622
GroupProductId 0.029413 0.014497 0.006777
PurposeOfFinancingID 0.085375 0.027220 0.012457
applicationsource 0.014549 0.004717 0.004305
FirstInstallment 0.082748 0.024546 0.031257
AssetCategory 0.141605 0.088184 0.044482
AssetUsage 0.113565 0.031443 0.014233
MainCoverage 0.075101 0.014219 0.009774
NTFIDR 0.153840 0.059647 0.025327
numofassetunit 0.004025 0.002391 0.001539
Pendapatan 0.137348 0.035059 0.013457
Bidang_usaha 0.507554 0.210483 0.069812
flagImpact 0.174502 0.031393 0.059484
flagImpactHL 0.174539 0.031512 0.059704
CreditScoringResult 0.045689 0.008344 0.029242
Autoapprovalresult 0.031194 0.010659 0.021772
Creditscore 0.061215 0.032553 0.027892
CreditScoreSchemeID 0.019189 0.009695 0.024626
isoveride 0.041064 0.010638 0.033147
ProductOffering 0.160697 0.066797 0.045711
AutoApprovalFailed 0.204637 0.072601 0.056158
DPPercentage 0.037734 0.008598 0.024127
SektorEkonomi 0.063457 0.018294 0.000000
SupplierId 0.202739 0.112679 0.063732
SupplierName 0.197431 0.110996 0.066875
SupplierAssetStatus 0.050098 0.025414 0.007592
CAMOSObligorExposure 0.083048 0.029577 0.026090
InstallmentScheme 0.029963 0.009389 0.005796
AssetType 0.000000 0.005553 0.000000
AssetCategoryId 0.141608 0.088202 0.044499
FlagMerkPopular 0.126452 0.047045 0.010250
AssetCategoryName 0.000000 0.000000 0.000000
MadeIn 0.050314 0.040091 0.013291
isKPM 0.041445 0.009013 0.004711
Jenis_KPM 0.029816 0.009890 0.004660
jmltunggakanpokok 0.014861 0.001652 0.002944
jenispinjaman 0.141137 0.042061 0.047339
jmltunggakanhari 0.004884 0.001547 0.001776
FlagNegCust 0.019384 0.011512 0.008106
FlagRO 0.164228 0.060120 0.061396
flagbad 0.041384 0.004930 0.029955
ResidenceCompanyCity HomeCompanyStatus CompanyCity \
PersonalType 0.169641 0.090190 0.192872
Gender 0.089886 0.063756 0.106947
MaritalStatus 0.063150 0.187369 0.055822
ResidenceCompanyCity 1.000000 0.127508 0.659491
HomeCompanyStatus 0.127508 1.000000 0.107622
CompanyCity 0.659491 0.107622 1.000000
Pekerjaan 0.064969 0.113109 0.097913
Pendidikan 0.117949 0.033544 0.114743
Wayofpayment 0.151988 0.015648 0.138175
IsSyariah 0.282842 0.011476 0.260087
ProductType 0.156620 0.014405 0.146402
UsedNew 0.096819 0.008783 0.081722
GroupProductId 0.151190 0.008783 0.129567
PurposeOfFinancingID 0.119943 0.011613 0.151164
applicationsource 0.189674 0.021047 0.175025
FirstInstallment 0.309744 0.043527 0.291786
AssetCategory 0.085712 0.046040 0.109335
AssetUsage 0.230147 0.019212 0.245749
MainCoverage 0.266045 0.018116 0.236839
NTFIDR 0.188847 0.066607 0.147842
numofassetunit 0.014316 0.001836 0.018053
Pendapatan 0.114132 0.027066 0.098882
Bidang_usaha 0.114174 0.083582 0.128032
flagImpact 0.149497 0.068653 0.169702
flagImpactHL 0.160404 0.068843 0.183078
CreditScoringResult 0.154213 0.040480 0.146959
Autoapprovalresult 0.129503 0.029381 0.120250
Creditscore 0.157425 0.049770 0.152863
CreditScoreSchemeID 0.133980 0.020983 0.133448
isoveride 0.142622 0.030226 0.138045
ProductOffering 0.092959 0.055709 0.060766
AutoApprovalFailed 0.161751 0.314441 0.137474
DPPercentage 0.145724 0.089251 0.142914
SektorEkonomi 0.000000 0.037123 0.000000
SupplierId 0.284050 0.132494 0.216926
SupplierName 0.271788 0.127010 0.207938
SupplierAssetStatus 0.136593 0.015379 0.121867
CAMOSObligorExposure 0.239520 0.028602 0.285009
InstallmentScheme 0.098931 0.008392 0.093218
AssetType 0.000000 0.000000 0.000000
AssetCategoryId 0.085711 0.046035 0.109334
FlagMerkPopular 0.182026 0.023431 0.180348
AssetCategoryName 0.000000 0.000000 0.000000
MadeIn 0.055727 0.020829 0.038769
isKPM 0.210407 0.015273 0.177532
Jenis_KPM 0.169875 0.010851 0.133343
jmltunggakanpokok 0.032249 0.003060 0.034736
jenispinjaman 0.168782 0.045349 0.160580
jmltunggakanhari 0.020906 0.003348 0.024218
FlagNegCust 0.036937 0.007579 0.000000
FlagRO 0.155597 0.070483 0.132406
flagbad 0.190440 0.032954 0.192121
Pekerjaan Pendidikan Wayofpayment IsSyariah \
PersonalType 0.791722 0.269019 0.053340 0.008138
Gender 0.199579 0.074209 0.029217 0.012203
MaritalStatus 0.093481 0.033030 0.007442 0.016482
ResidenceCompanyCity 0.064969 0.117949 0.151988 0.282842
HomeCompanyStatus 0.113109 0.033544 0.015648 0.011476
CompanyCity 0.097913 0.114743 0.138175 0.260087
Pekerjaan 1.000000 0.186850 0.062762 0.044997
Pendidikan 0.186850 1.000000 0.019973 0.021526
Wayofpayment 0.062762 0.019973 1.000000 0.034519
IsSyariah 0.044997 0.021526 0.034519 1.000000
ProductType 0.053420 0.027635 0.096517 0.999009
UsedNew 0.054365 0.009851 0.028429 0.011128
GroupProductId 0.020137 0.009473 0.188667 0.986135
PurposeOfFinancingID 0.084774 0.044528 0.040780 0.012934
applicationsource 0.051522 0.021871 0.025719 0.026065
FirstInstallment 0.124924 0.069382 0.061937 0.044529
AssetCategory 0.051311 0.048262 0.084764 0.042986
AssetUsage 0.116297 0.106181 0.025025 0.014766
MainCoverage 0.110142 0.029050 0.074127 0.053032
NTFIDR 0.168560 0.053951 0.138798 0.009904
numofassetunit 0.004290 0.005268 0.044597 -0.000423
Pendapatan 0.135714 0.028457 0.083293 -0.003551
Bidang_usaha 0.197107 0.146335 0.052135 0.034416
flagImpact 0.212504 0.150716 0.007745 0.005647
flagImpactHL 0.214104 0.150911 0.008551 0.005647
CreditScoringResult 0.098941 0.045114 0.085552 0.059482
Autoapprovalresult 0.074765 0.032274 0.063884 0.060771
Creditscore 0.106303 0.039989 0.056749 0.058625
CreditScoreSchemeID 0.065139 0.027875 0.111292 0.088535
isoveride 0.091526 0.045049 0.046697 0.021499
ProductOffering 0.027599 0.066131 0.285765 0.999015
AutoApprovalFailed 0.152534 0.040659 0.155682 0.164621
DPPercentage 0.175551 0.061052 0.084809 0.016981
SektorEkonomi 0.022239 0.000000 0.071187 0.069565
SupplierId 0.076993 0.132970 0.238093 0.295791
SupplierName 0.068144 0.126724 0.228915 0.282730
SupplierAssetStatus 0.064509 0.013744 0.053409 0.015572
CAMOSObligorExposure 0.105319 0.027398 0.061735 -0.004069
InstallmentScheme 0.039600 0.026381 0.036554 0.016387
AssetType 0.000000 0.002257 0.000000 0.001691
AssetCategoryId 0.051314 0.048262 0.084777 0.042989
FlagMerkPopular 0.130277 0.052952 0.062785 0.010807
AssetCategoryName 0.000000 0.000000 0.000000 0.000000
MadeIn 0.034693 0.025556 0.068332 0.032168
isKPM 0.047162 0.009860 0.264725 0.003425
Jenis_KPM 0.042538 0.008024 0.177617 0.004768
jmltunggakanpokok 0.016361 0.003862 0.014528 0.001451
jenispinjaman 0.097534 0.049661 0.083217 0.066287
jmltunggakanhari 0.006133 0.005561 0.003938 -0.001095
FlagNegCust 0.034122 0.009694 0.020756 0.000291
FlagRO 0.169573 0.042331 0.074919 0.000724
flagbad 0.067845 0.049149 0.004539 -0.017503
ProductType UsedNew GroupProductId \
PersonalType 0.049403 0.040394 0.029413
Gender 0.021748 0.020360 0.014497
MaritalStatus 0.022810 0.006622 0.006777
ResidenceCompanyCity 0.156620 0.096819 0.151190
HomeCompanyStatus 0.014405 0.008783 0.008783
CompanyCity 0.146402 0.081722 0.129567
Pekerjaan 0.053420 0.054365 0.020137
Pendidikan 0.027635 0.009851 0.009473
Wayofpayment 0.096517 0.028429 0.188667
IsSyariah 0.999009 0.011128 0.986135
ProductType 1.000000 0.360826 0.632876
UsedNew 0.360826 1.000000 0.025008
GroupProductId 0.632876 0.025008 1.000000
PurposeOfFinancingID 0.659626 0.015438 0.073785
applicationsource 0.067676 0.090090 0.151675
FirstInstallment 0.254570 0.061561 0.043569
AssetCategory 0.249071 0.167487 0.098417
AssetUsage 0.475956 0.014784 0.044863
MainCoverage 0.144123 0.109604 0.108836
NTFIDR 0.158636 0.100385 0.025750
numofassetunit 0.067788 0.000512 0.471394
Pendapatan 0.014706 0.052064 0.029495
Bidang_usaha 0.048728 0.108703 0.035566
flagImpact 0.024381 0.046450 0.030049
flagImpactHL 0.025176 0.046569 0.030590
CreditScoringResult 0.222666 0.016738 0.061670
Autoapprovalresult 0.180831 0.018315 0.044779
Creditscore 0.547717 0.014583 0.067867
CreditScoreSchemeID 0.385404 0.048788 0.064823
isoveride 0.424935 0.025243 0.053886
ProductOffering 0.930393 0.996371 0.996097
AutoApprovalFailed 0.247871 0.417912 0.090505
DPPercentage 0.103205 0.022280 0.022141
SektorEkonomi 0.120780 0.104722 0.228160
SupplierId 0.503101 0.877460 0.315114
SupplierName 0.499100 0.878134 0.314228
SupplierAssetStatus 0.287885 0.784129 0.025296
CAMOSObligorExposure 0.032670 0.091378 0.029366
InstallmentScheme 0.029496 0.026440 0.010691
AssetType 0.015589 0.009040 0.058568
AssetCategoryId 0.249069 0.167491 0.098417
FlagMerkPopular 0.286143 0.099019 0.037707
AssetCategoryName 0.000000 0.000000 0.000000
MadeIn 0.071475 0.190845 0.090107
isKPM 0.085709 0.023941 0.993548
Jenis_KPM 0.061328 0.024359 0.658983
jmltunggakanpokok 0.013495 0.016790 0.002662
jenispinjaman 0.148686 0.025518 0.034783
jmltunggakanhari 0.031406 0.001270 0.002202
FlagNegCust 0.034325 0.038234 0.000000
FlagRO 0.123057 0.156694 0.045149
flagbad 0.042610 0.005724 0.025399
PurposeOfFinancingID applicationsource \
PersonalType 0.085375 0.014549
Gender 0.027220 0.004717
MaritalStatus 0.012457 0.004305
ResidenceCompanyCity 0.119943 0.189674
HomeCompanyStatus 0.011613 0.021047
CompanyCity 0.151164 0.175025
Pekerjaan 0.084774 0.051522
Pendidikan 0.044528 0.021871
Wayofpayment 0.040780 0.025719
IsSyariah 0.012934 0.026065
ProductType 0.659626 0.067676
UsedNew 0.015438 0.090090
GroupProductId 0.073785 0.151675
PurposeOfFinancingID 1.000000 0.019048
applicationsource 0.019048 1.000000
FirstInstallment 0.012697 0.054618
AssetCategory 0.600105 0.035574
AssetUsage 0.520606 0.011695
MainCoverage 0.081169 0.077337
NTFIDR 0.036179 0.026951
numofassetunit 0.031455 0.060139
Pendapatan 0.033104 0.006776
Bidang_usaha 0.069356 0.052297
flagImpact 0.003626 0.010485
flagImpactHL 0.004499 0.011386
CreditScoringResult 0.026283 0.083922
Autoapprovalresult 0.030272 0.065412
Creditscore 0.052560 0.031978
CreditScoreSchemeID 0.079203 0.073810
isoveride 0.010242 0.015344
ProductOffering 0.982492 0.247507
AutoApprovalFailed 0.175260 0.120573
DPPercentage 0.008700 0.024234
SektorEkonomi 0.099668 0.074549
SupplierId 0.432605 0.366539
SupplierName 0.421966 0.352146
SupplierAssetStatus 0.059176 0.059441
CAMOSObligorExposure 0.059242 0.017810
InstallmentScheme 0.025216 0.016588
AssetType 0.000000 0.005400
AssetCategoryId 0.600106 0.035573
FlagMerkPopular 0.469964 0.010192
AssetCategoryName 0.000000 0.000000
MadeIn 0.118999 0.028046
isKPM 0.024139 0.254432
Jenis_KPM 0.025105 0.173307
jmltunggakanpokok 0.002704 0.001195
jenispinjaman 0.038900 0.063134
jmltunggakanhari 0.013594 0.003025
FlagNegCust 0.004441 0.005274
FlagRO 0.057380 0.021070
flagbad 0.014663 0.013300
FirstInstallment AssetCategory AssetUsage \
PersonalType 0.082748 0.141605 0.113565
Gender 0.024546 0.088184 0.031443
MaritalStatus 0.031257 0.044482 0.014233
ResidenceCompanyCity 0.309744 0.085712 0.230147
HomeCompanyStatus 0.043527 0.046040 0.019212
CompanyCity 0.291786 0.109335 0.245749
Pekerjaan 0.124924 0.051311 0.116297
Pendidikan 0.069382 0.048262 0.106181
Wayofpayment 0.061937 0.084764 0.025025
IsSyariah 0.044529 0.042986 0.014766
ProductType 0.254570 0.249071 0.475956
UsedNew 0.061561 0.167487 0.014784
GroupProductId 0.043569 0.098417 0.044863
PurposeOfFinancingID 0.012697 0.600105 0.520606
applicationsource 0.054618 0.035574 0.011695
FirstInstallment 1.000000 0.237962 0.110793
AssetCategory 0.237962 1.000000 0.907127
AssetUsage 0.110793 0.907127 1.000000
MainCoverage 0.002433 0.341047 0.095760
NTFIDR 0.124891 0.538503 0.053195
numofassetunit 0.001680 0.172737 0.024650
Pendapatan 0.041941 0.128261 0.007152
Bidang_usaha 0.106773 0.049431 0.110566
flagImpact 0.074972 0.169354 0.025152
flagImpactHL 0.075033 0.169721 0.025329
CreditScoringResult 0.135138 0.162784 0.061656
Autoapprovalresult 0.146171 0.119316 0.065887
Creditscore 0.122179 0.223330 0.000495
CreditScoreSchemeID 0.401168 0.146957 0.097420
isoveride 0.052787 0.168410 0.098078
ProductOffering 0.989325 0.461776 0.898134
AutoApprovalFailed 0.285372 0.098102 0.171784
DPPercentage 0.118582 0.102813 0.040039
SektorEkonomi 0.246071 0.092747 0.064035
SupplierId 0.431353 0.453873 0.492453
SupplierName 0.420950 0.447485 0.485809
SupplierAssetStatus 0.073712 0.132703 0.011737
CAMOSObligorExposure 0.036972 0.186748 0.031465
InstallmentScheme 0.210387 0.137283 0.032500
AssetType 0.004226 0.999941 0.000000
AssetCategoryId 0.237958 0.999989 0.907127
FlagMerkPopular 0.028474 0.670148 0.546157
AssetCategoryName 0.000000 0.000000 0.000000
MadeIn 0.097113 0.210098 0.042851
isKPM 0.000000 0.037458 0.005909
Jenis_KPM 0.017815 0.030926 0.004778
jmltunggakanpokok 0.007796 0.039722 0.007234
jenispinjaman 0.106592 0.068957 0.049959
jmltunggakanhari 0.003819 0.016460 0.010315
FlagNegCust 0.015285 0.046015 0.000000
FlagRO 0.109148 0.170072 0.025151
flagbad 0.164068 0.084494 0.065892
MainCoverage NTFIDR numofassetunit Pendapatan \
PersonalType 0.075101 0.153840 0.004025 0.137348
Gender 0.014219 0.059647 0.002391 0.035059
MaritalStatus 0.009774 0.025327 0.001539 0.013457
ResidenceCompanyCity 0.266045 0.188847 0.014316 0.114132
HomeCompanyStatus 0.018116 0.066607 0.001836 0.027066
CompanyCity 0.236839 0.147842 0.018053 0.098882
Pekerjaan 0.110142 0.168560 0.004290 0.135714
Pendidikan 0.029050 0.053951 0.005268 0.028457
Wayofpayment 0.074127 0.138798 0.044597 0.083293
IsSyariah 0.053032 0.009904 -0.000423 -0.003551
ProductType 0.144123 0.158636 0.067788 0.014706
UsedNew 0.109604 0.100385 0.000512 0.052064
GroupProductId 0.108836 0.025750 0.471394 0.029495
PurposeOfFinancingID 0.081169 0.036179 0.031455 0.033104
applicationsource 0.077337 0.026951 0.060139 0.006776
FirstInstallment 0.002433 0.124891 0.001680 0.041941
AssetCategory 0.341047 0.538503 0.172737 0.128261
AssetUsage 0.095760 0.053195 0.024650 0.007152
MainCoverage 1.000000 0.082325 0.002045 0.048791
NTFIDR 0.082325 1.000000 0.020331 0.234140
numofassetunit 0.002045 0.020331 1.000000 0.000890
Pendapatan 0.048791 0.234140 0.000890 1.000000
Bidang_usaha 0.122611 0.132488 0.009337 0.112050
flagImpact 0.116348 0.132664 0.002921 0.024812
flagImpactHL 0.116404 0.132664 -0.002921 0.024812
CreditScoringResult 0.092156 0.108212 0.000158 0.027085
Autoapprovalresult 0.069774 0.110633 0.000408 0.026944
Creditscore 0.018207 0.077936 0.001156 -0.001316
CreditScoreSchemeID 0.156243 0.171134 0.003871 0.016687
isoveride 0.036321 0.014204 0.001031 0.030272
ProductOffering 0.616052 0.405594 0.763759 0.151645
AutoApprovalFailed 0.243721 0.407773 0.015321 0.133032
DPPercentage 0.138469 -0.137529 -0.002950 -0.011807
SektorEkonomi 0.088003 0.122004 0.324425 0.052521
SupplierId 0.521484 0.684469 0.749996 0.289538
SupplierName 0.512741 0.682062 0.749996 0.287367
SupplierAssetStatus 0.066026 0.233532 0.000735 0.109389
CAMOSObligorExposure 0.081171 0.292382 0.015426 0.240766
InstallmentScheme 0.225332 0.023204 0.014554 0.019578
AssetType 0.455647 0.021893 0.000053 0.005533
AssetCategoryId 0.341057 0.538495 0.172737 0.128258
FlagMerkPopular 0.100221 -0.273718 -0.008265 -0.088077
AssetCategoryName 0.000000 0.000000 0.000000 0.000000
MadeIn 0.068762 0.596401 0.408239 0.136997
isKPM 0.054374 0.016281 0.000750 0.029422
Jenis_KPM 0.036167 0.044270 0.000732 0.034763
jmltunggakanpokok 0.001336 0.030255 -0.000127 0.022693
jenispinjaman 0.102522 0.104847 0.003564 0.048995
jmltunggakanhari 0.005311 0.000187 -0.000034 -0.000193
FlagNegCust 0.018094 0.064651 0.000249 0.043973
FlagRO 0.091547 0.181048 0.008613 0.123430
flagbad 0.031757 0.008597 -0.001234 0.001221
Bidang_usaha flagImpact flagImpactHL \
PersonalType 0.507554 0.174502 0.174539
Gender 0.210483 0.031393 0.031512
MaritalStatus 0.069812 0.059484 0.059704
ResidenceCompanyCity 0.114174 0.149497 0.160404
HomeCompanyStatus 0.083582 0.068653 0.068843
CompanyCity 0.128032 0.169702 0.183078
Pekerjaan 0.197107 0.212504 0.214104
Pendidikan 0.146335 0.150716 0.150911
Wayofpayment 0.052135 0.007745 0.008551
IsSyariah 0.034416 0.005647 0.005647
ProductType 0.048728 0.024381 0.025176
UsedNew 0.108703 0.046450 0.046569
GroupProductId 0.035566 0.030049 0.030590
PurposeOfFinancingID 0.069356 0.003626 0.004499
applicationsource 0.052297 0.010485 0.011386
FirstInstallment 0.106773 0.074972 0.075033
AssetCategory 0.049431 0.169354 0.169721
AssetUsage 0.110566 0.025152 0.025329
MainCoverage 0.122611 0.116348 0.116404
NTFIDR 0.132488 0.132664 0.132664
numofassetunit 0.009337 0.002921 -0.002921
Pendapatan 0.112050 0.024812 0.024812
Bidang_usaha 1.000000 0.548762 0.549239
flagImpact 0.548762 1.000000 1.000000
flagImpactHL 0.549239 1.000000 1.000000
CreditScoringResult 0.067604 0.008077 0.008487
Autoapprovalresult 0.051420 0.007829 0.008627
Creditscore 0.067131 0.009915 -0.009915
CreditScoreSchemeID 0.056905 0.026149 0.026769
isoveride 0.069344 0.027184 0.027318
ProductOffering 0.067067 0.145919 0.167116
AutoApprovalFailed 0.070147 0.117709 0.118431
DPPercentage 0.117157 0.030396 0.030396
SektorEkonomi 0.030282 0.076761 0.084183
SupplierId 0.140200 0.228710 0.263699
SupplierName 0.133475 0.224058 0.255945
SupplierAssetStatus 0.093308 0.058826 0.058937
CAMOSObligorExposure 0.183001 0.064282 0.064282
InstallmentScheme 0.053627 0.032705 0.032905
AssetType 0.014354 0.012622 0.013342
AssetCategoryId 0.049427 0.169339 0.169706
FlagMerkPopular 0.104593 0.037524 -0.037524
AssetCategoryName 0.000000 0.000000 0.000000
MadeIn 0.035340 0.093202 0.093588
isKPM 0.074570 0.029237 0.029382
Jenis_KPM 0.054190 0.028935 0.029160
jmltunggakanpokok 0.020517 0.007346 0.007346
jenispinjaman 0.082558 0.058806 0.059250
jmltunggakanhari 0.012642 0.000520 -0.000520
FlagNegCust 0.031744 0.020272 0.020531
FlagRO 0.143688 0.131040 0.131083
flagbad 0.067568 0.006297 -0.006297
CreditScoringResult Autoapprovalresult Creditscore \
PersonalType 0.045689 0.031194 0.061215
Gender 0.008344 0.010659 0.032553
MaritalStatus 0.029242 0.021772 0.027892
ResidenceCompanyCity 0.154213 0.129503 0.157425
HomeCompanyStatus 0.040480 0.029381 0.049770
CompanyCity 0.146959 0.120250 0.152863
Pekerjaan 0.098941 0.074765 0.106303
Pendidikan 0.045114 0.032274 0.039989
Wayofpayment 0.085552 0.063884 0.056749
IsSyariah 0.059482 0.060771 0.058625
ProductType 0.222666 0.180831 0.547717
UsedNew 0.016738 0.018315 0.014583
GroupProductId 0.061670 0.044779 0.067867
PurposeOfFinancingID 0.026283 0.030272 0.052560
applicationsource 0.083922 0.065412 0.031978
FirstInstallment 0.135138 0.146171 0.122179
AssetCategory 0.162784 0.119316 0.223330
AssetUsage 0.061656 0.065887 0.000495
MainCoverage 0.092156 0.069774 0.018207
NTFIDR 0.108212 0.110633 0.077936
numofassetunit 0.000158 0.000408 0.001156
Pendapatan 0.027085 0.026944 -0.001316
Bidang_usaha 0.067604 0.051420 0.067131
flagImpact 0.008077 0.007829 0.009915
flagImpactHL 0.008487 0.008627 -0.009915
CreditScoringResult 1.000000 0.981800 0.543681
Autoapprovalresult 0.981800 1.000000 0.561009
Creditscore 0.543681 0.561009 1.000000
CreditScoreSchemeID 0.359811 0.274615 0.602001
isoveride 0.425303 0.409169 0.320186
ProductOffering 0.657989 0.486364 0.896970
AutoApprovalFailed 0.812628 0.582221 0.679473
DPPercentage 0.000498 0.014447 0.032514
SektorEkonomi 0.202033 0.164042 0.136730
SupplierId 0.329077 0.253755 0.444994
SupplierName 0.319059 0.247583 0.431842
SupplierAssetStatus 0.016413 0.014097 0.037194
CAMOSObligorExposure 0.066247 0.065961 0.031932
InstallmentScheme 0.070307 0.051329 0.192978
AssetType 0.005611 0.006920 0.008240
AssetCategoryId 0.162754 0.119295 0.223297
FlagMerkPopular 0.003817 0.012864 -0.019300
AssetCategoryName 0.000000 0.000000 0.000000
MadeIn 0.119484 0.085286 0.102667
isKPM 0.011022 0.014916 0.034341
Jenis_KPM 0.012730 0.011234 0.031614
jmltunggakanpokok 0.010055 0.010806 0.014062
jenispinjaman 0.354382 0.256082 0.471498
jmltunggakanhari 0.001979 0.003964 0.003923
FlagNegCust 0.007499 0.007930 0.012523
FlagRO 0.092968 0.094005 0.082133
flagbad 0.056378 0.058069 -0.022055
CreditScoreSchemeID isoveride ProductOffering \
PersonalType 0.019189 0.041064 0.160697
Gender 0.009695 0.010638 0.066797
MaritalStatus 0.024626 0.033147 0.045711
ResidenceCompanyCity 0.133980 0.142622 0.092959
HomeCompanyStatus 0.020983 0.030226 0.055709
CompanyCity 0.133448 0.138045 0.060766
Pekerjaan 0.065139 0.091526 0.027599
Pendidikan 0.027875 0.045049 0.066131
Wayofpayment 0.111292 0.046697 0.285765
IsSyariah 0.088535 0.021499 0.999015
ProductType 0.385404 0.424935 0.930393
UsedNew 0.048788 0.025243 0.996371
GroupProductId 0.064823 0.053886 0.996097
PurposeOfFinancingID 0.079203 0.010242 0.982492
applicationsource 0.073810 0.015344 0.247507
FirstInstallment 0.401168 0.052787 0.989325
AssetCategory 0.146957 0.168410 0.461776
AssetUsage 0.097420 0.098078 0.898134
MainCoverage 0.156243 0.036321 0.616052
NTFIDR 0.171134 0.014204 0.405594
numofassetunit 0.003871 0.001031 0.763759
Pendapatan 0.016687 0.030272 0.151645
Bidang_usaha 0.056905 0.069344 0.067067
flagImpact 0.026149 0.027184 0.145919
flagImpactHL 0.026769 0.027318 0.167116
CreditScoringResult 0.359811 0.425303 0.657989
Autoapprovalresult 0.274615 0.409169 0.486364
Creditscore 0.602001 0.320186 0.896970
CreditScoreSchemeID 1.000000 0.380158 0.901405
isoveride 0.380158 1.000000 0.529895
ProductOffering 0.901405 0.529895 1.000000
AutoApprovalFailed 0.355869 0.236210 0.386722
DPPercentage 0.128317 0.109126 0.492057
SektorEkonomi 0.117169 0.197656 0.152677
SupplierId 0.317512 0.316156 0.256202
SupplierName 0.306843 0.307449 0.250467
SupplierAssetStatus 0.058265 0.054521 0.614986
CAMOSObligorExposure 0.032542 0.048663 0.308837
InstallmentScheme 0.078152 0.039071 0.873153
AssetType 0.014385 0.008943 0.996680
AssetCategoryId 0.146952 0.168410 0.461776
FlagMerkPopular 0.084840 0.046021 0.713204
AssetCategoryName 0.000000 0.000000 0.000000
MadeIn 0.089290 0.077341 0.302754
isKPM 0.115029 0.049735 0.996624
Jenis_KPM 0.083164 0.047803 0.715849
jmltunggakanpokok 0.016967 0.010632 0.139929
jenispinjaman 0.193853 0.159162 0.225043
jmltunggakanhari 0.007901 0.004768 0.038323
FlagNegCust 0.023459 0.020625 0.125351
FlagRO 0.073133 0.027263 0.277689
flagbad 0.061788 0.070115 0.239819
AutoApprovalFailed DPPercentage SektorEkonomi \
PersonalType 0.204637 0.037734 0.063457
Gender 0.072601 0.008598 0.018294
MaritalStatus 0.056158 0.024127 0.000000
ResidenceCompanyCity 0.161751 0.145724 0.000000
HomeCompanyStatus 0.314441 0.089251 0.037123
CompanyCity 0.137474 0.142914 0.000000
Pekerjaan 0.152534 0.175551 0.022239
Pendidikan 0.040659 0.061052 0.000000
Wayofpayment 0.155682 0.084809 0.071187
IsSyariah 0.164621 0.016981 0.069565
ProductType 0.247871 0.103205 0.120780
UsedNew 0.417912 0.022280 0.104722
GroupProductId 0.090505 0.022141 0.228160
PurposeOfFinancingID 0.175260 0.008700 0.099668
applicationsource 0.120573 0.024234 0.074549
FirstInstallment 0.285372 0.118582 0.246071
AssetCategory 0.098102 0.102813 0.092747
AssetUsage 0.171784 0.040039 0.064035
MainCoverage 0.243721 0.138469 0.088003
NTFIDR 0.407773 -0.137529 0.122004
numofassetunit 0.015321 -0.002950 0.324425
Pendapatan 0.133032 -0.011807 0.052521
Bidang_usaha 0.070147 0.117157 0.030282
flagImpact 0.117709 0.030396 0.076761
flagImpactHL 0.118431 0.030396 0.084183
CreditScoringResult 0.812628 0.000498 0.202033
Autoapprovalresult 0.582221 0.014447 0.164042
Creditscore 0.679473 0.032514 0.136730
CreditScoreSchemeID 0.355869 0.128317 0.117169
isoveride 0.236210 0.109126 0.197656
ProductOffering 0.386722 0.492057 0.152677
AutoApprovalFailed 1.000000 0.409457 0.097014
DPPercentage 0.409457 1.000000 0.103659
SektorEkonomi 0.097014 0.103659 1.000000
SupplierId 0.303180 0.222635 0.185506
SupplierName 0.296139 0.212315 0.179366
SupplierAssetStatus 0.250719 0.027338 0.076251
CAMOSObligorExposure 0.234935 -0.001696 0.058380
InstallmentScheme 0.137661 0.092258 0.038326
AssetType 0.057484 0.004011 0.070787
AssetCategoryId 0.098102 0.102811 0.092745
FlagMerkPopular 0.287007 0.011370 0.081057
AssetCategoryName 0.000000 0.000000 0.000000
MadeIn 0.201505 0.035257 0.095476
isKPM 0.112088 0.013402 0.000000
Jenis_KPM 0.082259 0.011836 0.000000
jmltunggakanpokok 0.070528 0.002473 0.023346
jenispinjaman 0.218435 0.057952 0.078270
jmltunggakanhari 0.025209 0.001882 0.159878
FlagNegCust 0.078362 0.000937 0.059354
FlagRO 0.286012 0.007710 0.106228
flagbad 0.091846 -0.108940 0.105065
SupplierId SupplierName SupplierAssetStatus \
PersonalType 0.202739 0.197431 0.050098
Gender 0.112679 0.110996 0.025414
MaritalStatus 0.063732 0.066875 0.007592
ResidenceCompanyCity 0.284050 0.271788 0.136593
HomeCompanyStatus 0.132494 0.127010 0.015379
CompanyCity 0.216926 0.207938 0.121867
Pekerjaan 0.076993 0.068144 0.064509
Pendidikan 0.132970 0.126724 0.013744
Wayofpayment 0.238093 0.228915 0.053409
IsSyariah 0.295791 0.282730 0.015572
ProductType 0.503101 0.499100 0.287885
UsedNew 0.877460 0.878134 0.784129
GroupProductId 0.315114 0.314228 0.025296
PurposeOfFinancingID 0.432605 0.421966 0.059176
applicationsource 0.366539 0.352146 0.059441
FirstInstallment 0.431353 0.420950 0.073712
AssetCategory 0.453873 0.447485 0.132703
AssetUsage 0.492453 0.485809 0.011737
MainCoverage 0.521484 0.512741 0.066026
NTFIDR 0.684469 0.682062 0.233532
numofassetunit 0.749996 0.749996 0.000735
Pendapatan 0.289538 0.287367 0.109389
Bidang_usaha 0.140200 0.133475 0.093308
flagImpact 0.228710 0.224058 0.058826
flagImpactHL 0.263699 0.255945 0.058937
CreditScoringResult 0.329077 0.319059 0.016413
Autoapprovalresult 0.253755 0.247583 0.014097
Creditscore 0.444994 0.431842 0.037194
CreditScoreSchemeID 0.317512 0.306843 0.058265
isoveride 0.316156 0.307449 0.054521
ProductOffering 0.256202 0.250467 0.614986
AutoApprovalFailed 0.303180 0.296139 0.250719
DPPercentage 0.222635 0.212315 0.027338
SektorEkonomi 0.185506 0.179366 0.076251
SupplierId 1.000000 0.999023 0.991354
SupplierName 0.999023 1.000000 0.981849
SupplierAssetStatus 0.991354 0.981849 1.000000
CAMOSObligorExposure 0.480433 0.478415 0.165822
InstallmentScheme 0.229457 0.222767 0.023036
AssetType 0.952029 0.953038 0.012950
AssetCategoryId 0.453874 0.447486 0.132698
FlagMerkPopular 0.634445 0.630039 0.112391
AssetCategoryName 0.000000 0.000000 0.000000
MadeIn 0.878981 0.874286 0.128385
isKPM 0.241600 0.237856 0.033730
Jenis_KPM 0.200004 0.197762 0.023754
jmltunggakanpokok 0.195960 0.190712 0.020500
jenispinjaman 0.201188 0.195557 0.034356
jmltunggakanhari 0.083529 0.064744 0.001787
FlagNegCust 0.224709 0.224257 0.034906
FlagRO 0.298072 0.295022 0.164575
flagbad 0.248159 0.240263 0.009488
CAMOSObligorExposure InstallmentScheme AssetType \
PersonalType 0.083048 0.029963 0.000000
Gender 0.029577 0.009389 0.005553
MaritalStatus 0.026090 0.005796 0.000000
ResidenceCompanyCity 0.239520 0.098931 0.000000
HomeCompanyStatus 0.028602 0.008392 0.000000
CompanyCity 0.285009 0.093218 0.000000
Pekerjaan 0.105319 0.039600 0.000000
Pendidikan 0.027398 0.026381 0.002257
Wayofpayment 0.061735 0.036554 0.000000
IsSyariah -0.004069 0.016387 0.001691
ProductType 0.032670 0.029496 0.015589
UsedNew 0.091378 0.026440 0.009040
GroupProductId 0.029366 0.010691 0.058568
PurposeOfFinancingID 0.059242 0.025216 0.000000
applicationsource 0.017810 0.016588 0.005400
FirstInstallment 0.036972 0.210387 0.004226
AssetCategory 0.186748 0.137283 0.999941
AssetUsage 0.031465 0.032500 0.000000
MainCoverage 0.081171 0.225332 0.455647
NTFIDR 0.292382 0.023204 0.021893
numofassetunit 0.015426 0.014554 0.000053
Pendapatan 0.240766 0.019578 0.005533
Bidang_usaha 0.183001 0.053627 0.014354
flagImpact 0.064282 0.032705 0.012622
flagImpactHL 0.064282 0.032905 0.013342
CreditScoringResult 0.066247 0.070307 0.005611
Autoapprovalresult 0.065961 0.051329 0.006920
Creditscore 0.031932 0.192978 0.008240
CreditScoreSchemeID 0.032542 0.078152 0.014385
isoveride 0.048663 0.039071 0.008943
ProductOffering 0.308837 0.873153 0.996680
AutoApprovalFailed 0.234935 0.137661 0.057484
DPPercentage -0.001696 0.092258 0.004011
SektorEkonomi 0.058380 0.038326 0.070787
SupplierId 0.480433 0.229457 0.952029
SupplierName 0.478415 0.222767 0.953038
SupplierAssetStatus 0.165822 0.023036 0.012950
CAMOSObligorExposure 1.000000 0.008716 0.020358
InstallmentScheme 0.008716 1.000000 0.176773
AssetType 0.020358 0.176773 1.000000
AssetCategoryId 0.186749 0.137281 0.999941
FlagMerkPopular -0.124130 0.035636 0.019524
AssetCategoryName 0.000000 0.000000 0.000000
MadeIn 0.186440 0.026474 0.077760
isKPM 0.027876 0.001497 0.000000
Jenis_KPM 0.029555 0.002422 0.006140
jmltunggakanpokok 0.036453 0.003878 0.003992
jenispinjaman 0.047165 0.047564 0.008701
jmltunggakanhari 0.000686 0.000153 0.000137
FlagNegCust 0.079917 0.000000 0.008539
FlagRO 0.276793 0.042615 0.017157
flagbad 0.019856 0.155415 0.003965
AssetCategoryId FlagMerkPopular AssetCategoryName \
PersonalType 0.141608 0.126452 0.0
Gender 0.088202 0.047045 0.0
MaritalStatus 0.044499 0.010250 0.0
ResidenceCompanyCity 0.085711 0.182026 0.0
HomeCompanyStatus 0.046035 0.023431 0.0
CompanyCity 0.109334 0.180348 0.0
Pekerjaan 0.051314 0.130277 0.0
Pendidikan 0.048262 0.052952 0.0
Wayofpayment 0.084777 0.062785 0.0
IsSyariah 0.042989 0.010807 0.0
ProductType 0.249069 0.286143 0.0
UsedNew 0.167491 0.099019 0.0
GroupProductId 0.098417 0.037707 0.0
PurposeOfFinancingID 0.600106 0.469964 0.0
applicationsource 0.035573 0.010192 0.0
FirstInstallment 0.237958 0.028474 0.0
AssetCategory 0.999989 0.670148 0.0
AssetUsage 0.907127 0.546157 0.0
MainCoverage 0.341057 0.100221 0.0
NTFIDR 0.538495 -0.273718 0.0
numofassetunit 0.172737 -0.008265 0.0
Pendapatan 0.128258 -0.088077 0.0
Bidang_usaha 0.049427 0.104593 0.0
flagImpact 0.169339 0.037524 0.0
flagImpactHL 0.169706 -0.037524 0.0
CreditScoringResult 0.162754 0.003817 0.0
Autoapprovalresult 0.119295 0.012864 0.0
Creditscore 0.223297 -0.019300 0.0
CreditScoreSchemeID 0.146952 0.084840 0.0
isoveride 0.168410 0.046021 0.0
ProductOffering 0.461776 0.713204 0.0
AutoApprovalFailed 0.098102 0.287007 0.0
DPPercentage 0.102811 0.011370 0.0
SektorEkonomi 0.092745 0.081057 0.0
SupplierId 0.453874 0.634445 0.0
SupplierName 0.447486 0.630039 0.0
SupplierAssetStatus 0.132698 0.112391 0.0
CAMOSObligorExposure 0.186749 -0.124130 0.0
InstallmentScheme 0.137281 0.035636 0.0
AssetType 0.999941 0.019524 0.0
AssetCategoryId 1.000000 0.670149 0.0
FlagMerkPopular 0.670149 1.000000 0.0
AssetCategoryName 0.000000 0.000000 0.0
MadeIn 0.210101 0.480379 0.0
isKPM 0.037458 0.024775 0.0
Jenis_KPM 0.030927 0.036139 0.0
jmltunggakanpokok 0.039720 -0.015177 0.0
jenispinjaman 0.068954 0.046165 0.0
jmltunggakanhari 0.016460 0.001683 0.0
FlagNegCust 0.046017 0.034706 0.0
FlagRO 0.170052 0.109519 0.0
flagbad 0.084490 -0.043524 0.0
MadeIn isKPM Jenis_KPM jmltunggakanpokok \
PersonalType 0.050314 0.041445 0.029816 0.014861
Gender 0.040091 0.009013 0.009890 0.001652
MaritalStatus 0.013291 0.004711 0.004660 0.002944
ResidenceCompanyCity 0.055727 0.210407 0.169875 0.032249
HomeCompanyStatus 0.020829 0.015273 0.010851 0.003060
CompanyCity 0.038769 0.177532 0.133343 0.034736
Pekerjaan 0.034693 0.047162 0.042538 0.016361
Pendidikan 0.025556 0.009860 0.008024 0.003862
Wayofpayment 0.068332 0.264725 0.177617 0.014528
IsSyariah 0.032168 0.003425 0.004768 0.001451
ProductType 0.071475 0.085709 0.061328 0.013495
UsedNew 0.190845 0.023941 0.024359 0.016790
GroupProductId 0.090107 0.993548 0.658983 0.002662
PurposeOfFinancingID 0.118999 0.024139 0.025105 0.002704
applicationsource 0.028046 0.254432 0.173307 0.001195
FirstInstallment 0.097113 0.000000 0.017815 0.007796
AssetCategory 0.210098 0.037458 0.030926 0.039722
AssetUsage 0.042851 0.005909 0.004778 0.007234
MainCoverage 0.068762 0.054374 0.036167 0.001336
NTFIDR 0.596401 0.016281 0.044270 0.030255
numofassetunit 0.408239 0.000750 0.000732 -0.000127
Pendapatan 0.136997 0.029422 0.034763 0.022693
Bidang_usaha 0.035340 0.074570 0.054190 0.020517
flagImpact 0.093202 0.029237 0.028935 0.007346
flagImpactHL 0.093588 0.029382 0.029160 0.007346
CreditScoringResult 0.119484 0.011022 0.012730 0.010055
Autoapprovalresult 0.085286 0.014916 0.011234 0.010806
Creditscore 0.102667 0.034341 0.031614 0.014062
CreditScoreSchemeID 0.089290 0.115029 0.083164 0.016967
isoveride 0.077341 0.049735 0.047803 0.010632
ProductOffering 0.302754 0.996624 0.715849 0.139929
AutoApprovalFailed 0.201505 0.112088 0.082259 0.070528
DPPercentage 0.035257 0.013402 0.011836 0.002473
SektorEkonomi 0.095476 0.000000 0.000000 0.023346
SupplierId 0.878981 0.241600 0.200004 0.195960
SupplierName 0.874286 0.237856 0.197762 0.190712
SupplierAssetStatus 0.128385 0.033730 0.023754 0.020500
CAMOSObligorExposure 0.186440 0.027876 0.029555 0.036453
InstallmentScheme 0.026474 0.001497 0.002422 0.003878
AssetType 0.077760 0.000000 0.006140 0.003992
AssetCategoryId 0.210101 0.037458 0.030927 0.039720
FlagMerkPopular 0.480379 0.024775 0.036139 -0.015177
AssetCategoryName 0.000000 0.000000 0.000000 0.000000
MadeIn 1.000000 0.034784 0.037122 0.022936
isKPM 0.034784 1.000000 0.936702 0.002159
Jenis_KPM 0.037122 0.936702 1.000000 0.001823
jmltunggakanpokok 0.022936 0.002159 0.001823 1.000000
jenispinjaman 0.037545 0.042582 0.031045 0.047521
jmltunggakanhari 0.005170 0.001904 0.001856 0.000567
FlagNegCust 0.052618 0.000000 0.000000 0.028987
FlagRO 0.125628 0.043738 0.044609 0.022900
flagbad 0.034121 0.018241 0.017799 0.009748
jenispinjaman jmltunggakanhari FlagNegCust FlagRO \
PersonalType 0.141137 0.004884 0.019384 0.164228
Gender 0.042061 0.001547 0.011512 0.060120
MaritalStatus 0.047339 0.001776 0.008106 0.061396
ResidenceCompanyCity 0.168782 0.020906 0.036937 0.155597
HomeCompanyStatus 0.045349 0.003348 0.007579 0.070483
CompanyCity 0.160580 0.024218 0.000000 0.132406
Pekerjaan 0.097534 0.006133 0.034122 0.169573
Pendidikan 0.049661 0.005561 0.009694 0.042331
Wayofpayment 0.083217 0.003938 0.020756 0.074919
IsSyariah 0.066287 -0.001095 0.000291 0.000724
ProductType 0.148686 0.031406 0.034325 0.123057
UsedNew 0.025518 0.001270 0.038234 0.156694
GroupProductId 0.034783 0.002202 0.000000 0.045149
PurposeOfFinancingID 0.038900 0.013594 0.004441 0.057380
applicationsource 0.063134 0.003025 0.005274 0.021070
FirstInstallment 0.106592 0.003819 0.015285 0.109148
AssetCategory 0.068957 0.016460 0.046015 0.170072
AssetUsage 0.049959 0.010315 0.000000 0.025151
MainCoverage 0.102522 0.005311 0.018094 0.091547
NTFIDR 0.104847 0.000187 0.064651 0.181048
numofassetunit 0.003564 -0.000034 0.000249 0.008613
Pendapatan 0.048995 -0.000193 0.043973 0.123430
Bidang_usaha 0.082558 0.012642 0.031744 0.143688
flagImpact 0.058806 0.000520 0.020272 0.131040
flagImpactHL 0.059250 -0.000520 0.020531 0.131083
CreditScoringResult 0.354382 0.001979 0.007499 0.092968
Autoapprovalresult 0.256082 0.003964 0.007930 0.094005
Creditscore 0.471498 0.003923 0.012523 0.082133
CreditScoreSchemeID 0.193853 0.007901 0.023459 0.073133
isoveride 0.159162 0.004768 0.020625 0.027263
ProductOffering 0.225043 0.038323 0.125351 0.277689
AutoApprovalFailed 0.218435 0.025209 0.078362 0.286012
DPPercentage 0.057952 0.001882 0.000937 0.007710
SektorEkonomi 0.078270 0.159878 0.059354 0.106228
SupplierId 0.201188 0.083529 0.224709 0.298072
SupplierName 0.195557 0.064744 0.224257 0.295022
SupplierAssetStatus 0.034356 0.001787 0.034906 0.164575
CAMOSObligorExposure 0.047165 0.000686 0.079917 0.276793
InstallmentScheme 0.047564 0.000153 0.000000 0.042615
AssetType 0.008701 0.000137 0.008539 0.017157
AssetCategoryId 0.068954 0.016460 0.046017 0.170052
FlagMerkPopular 0.046165 0.001683 0.034706 0.109519
AssetCategoryName 0.000000 0.000000 0.000000 0.000000
MadeIn 0.037545 0.005170 0.052618 0.125628
isKPM 0.042582 0.001904 0.000000 0.043738
Jenis_KPM 0.031045 0.001856 0.000000 0.044609
jmltunggakanpokok 0.047521 0.000567 0.028987 0.022900
jenispinjaman 1.000000 0.014667 0.018754 0.145757
jmltunggakanhari 0.014667 1.000000 0.000726 0.000394
FlagNegCust 0.018754 0.000726 1.000000 0.117175
FlagRO 0.145757 0.000394 0.117175 1.000000
flagbad 0.054035 0.004731 0.202116 0.020050
flagbad
PersonalType 0.041384
Gender 0.004930
MaritalStatus 0.029955
ResidenceCompanyCity 0.190440
HomeCompanyStatus 0.032954
CompanyCity 0.192121
Pekerjaan 0.067845
Pendidikan 0.049149
Wayofpayment 0.004539
IsSyariah -0.017503
ProductType 0.042610
UsedNew 0.005724
GroupProductId 0.025399
PurposeOfFinancingID 0.014663
applicationsource 0.013300
FirstInstallment 0.164068
AssetCategory 0.084494
AssetUsage 0.065892
MainCoverage 0.031757
NTFIDR 0.008597
numofassetunit -0.001234
Pendapatan 0.001221
Bidang_usaha 0.067568
flagImpact 0.006297
flagImpactHL -0.006297
CreditScoringResult 0.056378
Autoapprovalresult 0.058069
Creditscore -0.022055
CreditScoreSchemeID 0.061788
isoveride 0.070115
ProductOffering 0.239819
AutoApprovalFailed 0.091846
DPPercentage -0.108940
SektorEkonomi 0.105065
SupplierId 0.248159
SupplierName 0.240263
SupplierAssetStatus 0.009488
CAMOSObligorExposure 0.019856
InstallmentScheme 0.155415
AssetType 0.003965
AssetCategoryId 0.084490
FlagMerkPopular -0.043524
AssetCategoryName 0.000000
MadeIn 0.034121
isKPM 0.018241
Jenis_KPM 0.017799
jmltunggakanpokok 0.009748
jenispinjaman 0.054035
jmltunggakanhari 0.004731
FlagNegCust 0.202116
FlagRO 0.020050
flagbad 1.000000 ,
'ax': <AxesSubplot:>}
d=dytkor['corr'].abs()
q = d.unstack()
sor = q.sort_values(kind="quicksort")
print(sor)
Creditscore AssetCategoryName 0.000000
isoveride AssetCategoryName 0.000000
AssetCategoryName NTFIDR 0.000000
CreditScoreSchemeID AssetCategoryName 0.000000
MadeIn AssetCategoryName 0.000000
jenispinjaman AssetCategoryName 0.000000
AssetCategoryName MainCoverage 0.000000
AssetType AssetCategoryName 0.000000
ProductOffering AssetCategoryName 0.000000
AssetCategoryName AssetUsage 0.000000
AssetCategory 0.000000
isKPM FirstInstallment 0.000000
AssetCategoryName FirstInstallment 0.000000
AssetType isKPM 0.000000
Wayofpayment AssetType 0.000000
AssetCategoryName applicationsource 0.000000
CompanyCity FlagNegCust 0.000000
flagImpactHL AssetCategoryName 0.000000
UsedNew AssetCategoryName 0.000000
AssetCategoryName flagbad 0.000000
FlagRO 0.000000
AssetType Pekerjaan 0.000000
Wayofpayment 0.000000
NTFIDR AssetCategoryName 0.000000
AssetCategoryName ResidenceCompanyCity 0.000000
Bidang_usaha 0.000000
Pendapatan 0.000000
jmltunggakanpokok 0.000000
AutoApprovalFailed AssetCategoryName 0.000000
AssetCategoryName jenispinjaman 0.000000
AssetType AssetUsage 0.000000
flagbad AssetCategoryName 0.000000
Gender AssetCategoryName 0.000000
AssetCategoryName jmltunggakanhari 0.000000
CreditScoringResult AssetCategoryName 0.000000
AssetCategoryName numofassetunit 0.000000
FlagNegCust 0.000000
AssetType PurposeOfFinancingID 0.000000
AssetCategoryName Jenis_KPM 0.000000
jmltunggakanpokok AssetCategoryName 0.000000
ResidenceCompanyCity AssetCategoryName 0.000000
AssetCategoryName IsSyariah 0.000000
Wayofpayment 0.000000
Pendidikan 0.000000
Autoapprovalresult AssetCategoryName 0.000000
AssetCategoryName Pekerjaan 0.000000
ProductType AssetCategoryName 0.000000
AssetCategoryName CompanyCity 0.000000
CompanyCity SektorEkonomi 0.000000
FlagMerkPopular AssetCategoryName 0.000000
AssetCategoryName PersonalType 0.000000
Gender 0.000000
MaritalStatus 0.000000
Pendapatan AssetCategoryName 0.000000
Jenis_KPM SektorEkonomi 0.000000
FlagNegCust 0.000000
AssetCategoryName HomeCompanyStatus 0.000000
Bidang_usaha AssetCategoryName 0.000000
AssetCategoryName PurposeOfFinancingID 0.000000
ProductType 0.000000
MaritalStatus AssetCategoryName 0.000000
Wayofpayment AssetCategoryName 0.000000
AssetCategoryName CreditScoringResult 0.000000
CompanyCity AssetCategoryName 0.000000
AssetCategoryName GroupProductId 0.000000
AssetCategoryId AssetCategoryName 0.000000
ResidenceCompanyCity AssetType 0.000000
CompanyCity AssetType 0.000000
flagImpact AssetCategoryName 0.000000
isKPM SektorEkonomi 0.000000
MaritalStatus SektorEkonomi 0.000000
isKPM AssetType 0.000000
AssetCategoryName 0.000000
AssetCategoryName UsedNew 0.000000
ResidenceCompanyCity SektorEkonomi 0.000000
MaritalStatus AssetType 0.000000
isKPM FlagNegCust 0.000000
numofassetunit AssetCategoryName 0.000000
MainCoverage AssetCategoryName 0.000000
Jenis_KPM AssetCategoryName 0.000000
AssetCategoryName isKPM 0.000000
isoveride 0.000000
FlagNegCust CompanyCity 0.000000
SektorEkonomi CompanyCity 0.000000
FirstInstallment AssetCategoryName 0.000000
isKPM 0.000000
SektorEkonomi ResidenceCompanyCity 0.000000
AssetCategoryName flagImpact 0.000000
SektorEkonomi MaritalStatus 0.000000
AssetType CompanyCity 0.000000
IsSyariah AssetCategoryName 0.000000
PersonalType AssetType 0.000000
AssetCategoryName ProductOffering 0.000000
AssetCategory AssetCategoryName 0.000000
FlagNegCust isKPM 0.000000
AssetCategoryName flagImpactHL 0.000000
HomeCompanyStatus AssetType 0.000000
FlagNegCust GroupProductId 0.000000
CAMOSObligorExposure AssetCategoryName 0.000000
SupplierName AssetCategoryName 0.000000
FlagNegCust AssetCategoryName 0.000000
SupplierId AssetCategoryName 0.000000
SektorEkonomi Jenis_KPM 0.000000
FlagNegCust InstallmentScheme 0.000000
HomeCompanyStatus AssetCategoryName 0.000000
SektorEkonomi isKPM 0.000000
applicationsource AssetCategoryName 0.000000
AssetCategoryName Creditscore 0.000000
SektorEkonomi AssetCategoryName 0.000000
AssetCategoryName Autoapprovalresult 0.000000
SektorEkonomi Pendidikan 0.000000
FlagNegCust AssetUsage 0.000000
AssetCategoryName CreditScoreSchemeID 0.000000
Pendidikan SektorEkonomi 0.000000
AssetCategoryName AutoApprovalFailed 0.000000
DPPercentage 0.000000
PersonalType AssetCategoryName 0.000000
GroupProductId FlagNegCust 0.000000
AssetCategoryName SektorEkonomi 0.000000
PurposeOfFinancingID AssetCategoryName 0.000000
AssetUsage AssetType 0.000000
AssetCategoryName AssetCategoryName 0.000000
MadeIn 0.000000
AssetUsage AssetCategoryName 0.000000
AssetCategoryName AssetCategoryId 0.000000
SupplierAssetStatus AssetCategoryName 0.000000
AssetType PersonalType 0.000000
FlagRO AssetCategoryName 0.000000
AssetType MaritalStatus 0.000000
ResidenceCompanyCity 0.000000
AssetUsage FlagNegCust 0.000000
AssetType HomeCompanyStatus 0.000000
InstallmentScheme FlagNegCust 0.000000
AssetCategoryName AssetType 0.000000
FlagMerkPopular 0.000000
FlagNegCust Jenis_KPM 0.000000
GroupProductId AssetCategoryName 0.000000
Pekerjaan AssetType 0.000000
Pendidikan AssetCategoryName 0.000000
AssetCategoryName InstallmentScheme 0.000000
CAMOSObligorExposure 0.000000
SupplierAssetStatus 0.000000
SupplierId 0.000000
Pekerjaan AssetCategoryName 0.000000
jmltunggakanhari AssetCategoryName 0.000000
InstallmentScheme AssetCategoryName 0.000000
DPPercentage AssetCategoryName 0.000000
AssetCategoryName SupplierName 0.000000
PurposeOfFinancingID AssetType 0.000000
numofassetunit jmltunggakanhari 0.000034
jmltunggakanhari numofassetunit 0.000034
numofassetunit AssetType 0.000053
AssetType numofassetunit 0.000053
numofassetunit jmltunggakanpokok 0.000127
jmltunggakanpokok numofassetunit 0.000127
AssetType jmltunggakanhari 0.000137
jmltunggakanhari AssetType 0.000137
InstallmentScheme jmltunggakanhari 0.000153
jmltunggakanhari InstallmentScheme 0.000153
numofassetunit CreditScoringResult 0.000158
CreditScoringResult numofassetunit 0.000158
jmltunggakanhari NTFIDR 0.000187
NTFIDR jmltunggakanhari 0.000187
Pendapatan jmltunggakanhari 0.000193
jmltunggakanhari Pendapatan 0.000193
FlagNegCust numofassetunit 0.000249
numofassetunit FlagNegCust 0.000249
FlagNegCust IsSyariah 0.000291
IsSyariah FlagNegCust 0.000291
jmltunggakanhari FlagRO 0.000394
FlagRO jmltunggakanhari 0.000394
Autoapprovalresult numofassetunit 0.000408
numofassetunit Autoapprovalresult 0.000408
IsSyariah 0.000423
IsSyariah numofassetunit 0.000423
AssetUsage Creditscore 0.000495
Creditscore AssetUsage 0.000495
DPPercentage CreditScoringResult 0.000498
CreditScoringResult DPPercentage 0.000498
UsedNew numofassetunit 0.000512
numofassetunit UsedNew 0.000512
flagImpactHL jmltunggakanhari 0.000520
jmltunggakanhari flagImpactHL 0.000520
flagImpact jmltunggakanhari 0.000520
jmltunggakanhari flagImpact 0.000520
jmltunggakanpokok 0.000567
jmltunggakanpokok jmltunggakanhari 0.000567
CAMOSObligorExposure jmltunggakanhari 0.000686
jmltunggakanhari CAMOSObligorExposure 0.000686
FlagRO IsSyariah 0.000724
IsSyariah FlagRO 0.000724
FlagNegCust jmltunggakanhari 0.000726
jmltunggakanhari FlagNegCust 0.000726
numofassetunit Jenis_KPM 0.000732
Jenis_KPM numofassetunit 0.000732
SupplierAssetStatus numofassetunit 0.000735
numofassetunit SupplierAssetStatus 0.000735
isKPM 0.000750
isKPM numofassetunit 0.000750
Pendapatan numofassetunit 0.000890
numofassetunit Pendapatan 0.000890
FlagNegCust DPPercentage 0.000937
DPPercentage FlagNegCust 0.000937
isoveride numofassetunit 0.001031
numofassetunit isoveride 0.001031
jmltunggakanhari IsSyariah 0.001095
IsSyariah jmltunggakanhari 0.001095
Creditscore numofassetunit 0.001156
numofassetunit Creditscore 0.001156
jmltunggakanpokok applicationsource 0.001195
applicationsource jmltunggakanpokok 0.001195
flagbad Pendapatan 0.001221
Pendapatan flagbad 0.001221
flagbad numofassetunit 0.001234
numofassetunit flagbad 0.001234
UsedNew jmltunggakanhari 0.001270
jmltunggakanhari UsedNew 0.001270
Creditscore Pendapatan 0.001316
Pendapatan Creditscore 0.001316
MainCoverage jmltunggakanpokok 0.001336
jmltunggakanpokok MainCoverage 0.001336
IsSyariah jmltunggakanpokok 0.001451
jmltunggakanpokok IsSyariah 0.001451
InstallmentScheme isKPM 0.001497
isKPM InstallmentScheme 0.001497
numofassetunit MaritalStatus 0.001539
MaritalStatus numofassetunit 0.001539
Gender jmltunggakanhari 0.001547
jmltunggakanhari Gender 0.001547
jmltunggakanpokok Gender 0.001652
Gender jmltunggakanpokok 0.001652
numofassetunit FirstInstallment 0.001680
FirstInstallment numofassetunit 0.001680
FlagMerkPopular jmltunggakanhari 0.001683
jmltunggakanhari FlagMerkPopular 0.001683
AssetType IsSyariah 0.001691
IsSyariah AssetType 0.001691
DPPercentage CAMOSObligorExposure 0.001696
CAMOSObligorExposure DPPercentage 0.001696
jmltunggakanhari MaritalStatus 0.001776
MaritalStatus jmltunggakanhari 0.001776
SupplierAssetStatus jmltunggakanhari 0.001787
jmltunggakanhari SupplierAssetStatus 0.001787
Jenis_KPM jmltunggakanpokok 0.001823
jmltunggakanpokok Jenis_KPM 0.001823
HomeCompanyStatus numofassetunit 0.001836
numofassetunit HomeCompanyStatus 0.001836
jmltunggakanhari Jenis_KPM 0.001856
Jenis_KPM jmltunggakanhari 0.001856
DPPercentage jmltunggakanhari 0.001882
jmltunggakanhari DPPercentage 0.001882
isKPM 0.001904
isKPM jmltunggakanhari 0.001904
CreditScoringResult jmltunggakanhari 0.001979
jmltunggakanhari CreditScoringResult 0.001979
MainCoverage numofassetunit 0.002045
numofassetunit MainCoverage 0.002045
isKPM jmltunggakanpokok 0.002159
jmltunggakanpokok isKPM 0.002159
jmltunggakanhari GroupProductId 0.002202
GroupProductId jmltunggakanhari 0.002202
Pendidikan AssetType 0.002257
AssetType Pendidikan 0.002257
Gender numofassetunit 0.002391
numofassetunit Gender 0.002391
Jenis_KPM InstallmentScheme 0.002422
InstallmentScheme Jenis_KPM 0.002422
FirstInstallment MainCoverage 0.002433
MainCoverage FirstInstallment 0.002433
DPPercentage jmltunggakanpokok 0.002473
jmltunggakanpokok DPPercentage 0.002473
GroupProductId 0.002662
GroupProductId jmltunggakanpokok 0.002662
jmltunggakanpokok PurposeOfFinancingID 0.002704
PurposeOfFinancingID jmltunggakanpokok 0.002704
flagImpact numofassetunit 0.002921
numofassetunit flagImpact 0.002921
flagImpactHL numofassetunit 0.002921
numofassetunit flagImpactHL 0.002921
MaritalStatus jmltunggakanpokok 0.002944
jmltunggakanpokok MaritalStatus 0.002944
DPPercentage numofassetunit 0.002950
numofassetunit DPPercentage 0.002950
jmltunggakanhari applicationsource 0.003025
applicationsource jmltunggakanhari 0.003025
HomeCompanyStatus jmltunggakanpokok 0.003060
jmltunggakanpokok HomeCompanyStatus 0.003060
HomeCompanyStatus jmltunggakanhari 0.003348
jmltunggakanhari HomeCompanyStatus 0.003348
IsSyariah isKPM 0.003425
isKPM IsSyariah 0.003425
IsSyariah Pendapatan 0.003551
Pendapatan IsSyariah 0.003551
jenispinjaman numofassetunit 0.003564
numofassetunit jenispinjaman 0.003564
flagImpact PurposeOfFinancingID 0.003626
PurposeOfFinancingID flagImpact 0.003626
FlagMerkPopular CreditScoringResult 0.003817
CreditScoringResult FlagMerkPopular 0.003817
jmltunggakanhari FirstInstallment 0.003819
FirstInstallment jmltunggakanhari 0.003819
Pendidikan jmltunggakanpokok 0.003862
jmltunggakanpokok Pendidikan 0.003862
numofassetunit CreditScoreSchemeID 0.003871
CreditScoreSchemeID numofassetunit 0.003871
jmltunggakanpokok InstallmentScheme 0.003878
InstallmentScheme jmltunggakanpokok 0.003878
jmltunggakanhari Creditscore 0.003923
Creditscore jmltunggakanhari 0.003923
jmltunggakanhari Wayofpayment 0.003938
Wayofpayment jmltunggakanhari 0.003938
Autoapprovalresult jmltunggakanhari 0.003964
jmltunggakanhari Autoapprovalresult 0.003964
flagbad AssetType 0.003965
AssetType flagbad 0.003965
jmltunggakanpokok 0.003992
jmltunggakanpokok AssetType 0.003992
DPPercentage AssetType 0.004011
AssetType DPPercentage 0.004011
numofassetunit PersonalType 0.004025
PersonalType numofassetunit 0.004025
CAMOSObligorExposure IsSyariah 0.004069
IsSyariah CAMOSObligorExposure 0.004069
AssetType FirstInstallment 0.004226
FirstInstallment AssetType 0.004226
Pekerjaan numofassetunit 0.004290
numofassetunit Pekerjaan 0.004290
applicationsource MaritalStatus 0.004305
MaritalStatus applicationsource 0.004305
FlagNegCust PurposeOfFinancingID 0.004441
PurposeOfFinancingID FlagNegCust 0.004441
flagImpactHL 0.004499
flagImpactHL PurposeOfFinancingID 0.004499
flagbad Wayofpayment 0.004539
Wayofpayment flagbad 0.004539
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isKPM 0.004711
isKPM MaritalStatus 0.004711
applicationsource Gender 0.004717
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flagbad jmltunggakanhari 0.004731
jmltunggakanhari flagbad 0.004731
IsSyariah Jenis_KPM 0.004768
Jenis_KPM IsSyariah 0.004768
jmltunggakanhari isoveride 0.004768
isoveride jmltunggakanhari 0.004768
Jenis_KPM AssetUsage 0.004778
AssetUsage Jenis_KPM 0.004778
jmltunggakanhari PersonalType 0.004884
PersonalType jmltunggakanhari 0.004884
Gender flagbad 0.004930
flagbad Gender 0.004930
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jmltunggakanhari MadeIn 0.005170
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numofassetunit Pendidikan 0.005268
applicationsource FlagNegCust 0.005274
FlagNegCust applicationsource 0.005274
jmltunggakanhari MainCoverage 0.005311
MainCoverage jmltunggakanhari 0.005311
applicationsource AssetType 0.005400
AssetType applicationsource 0.005400
Pendapatan 0.005533
Pendapatan AssetType 0.005533
Gender AssetType 0.005553
AssetType Gender 0.005553
jmltunggakanhari Pendidikan 0.005561
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CreditScoringResult AssetType 0.005611
AssetType CreditScoringResult 0.005611
IsSyariah flagImpact 0.005647
flagImpact IsSyariah 0.005647
IsSyariah flagImpactHL 0.005647
flagImpactHL IsSyariah 0.005647
UsedNew flagbad 0.005724
flagbad UsedNew 0.005724
MaritalStatus InstallmentScheme 0.005796
InstallmentScheme MaritalStatus 0.005796
isKPM AssetUsage 0.005909
AssetUsage isKPM 0.005909
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jmltunggakanhari Pekerjaan 0.006133
AssetType Jenis_KPM 0.006140
Jenis_KPM AssetType 0.006140
flagbad flagImpactHL 0.006297
flagImpactHL flagbad 0.006297
flagbad flagImpact 0.006297
flagImpact flagbad 0.006297
MaritalStatus UsedNew 0.006622
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applicationsource Pendapatan 0.006776
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GroupProductId MaritalStatus 0.006777
MaritalStatus GroupProductId 0.006777
Autoapprovalresult AssetType 0.006920
AssetType Autoapprovalresult 0.006920
AssetUsage Pendapatan 0.007152
Pendapatan AssetUsage 0.007152
jmltunggakanpokok AssetUsage 0.007234
AssetUsage jmltunggakanpokok 0.007234
flagImpact jmltunggakanpokok 0.007346
jmltunggakanpokok flagImpact 0.007346
flagImpactHL jmltunggakanpokok 0.007346
jmltunggakanpokok flagImpactHL 0.007346
Wayofpayment MaritalStatus 0.007442
MaritalStatus Wayofpayment 0.007442
CreditScoringResult FlagNegCust 0.007499
FlagNegCust CreditScoringResult 0.007499
HomeCompanyStatus FlagNegCust 0.007579
FlagNegCust HomeCompanyStatus 0.007579
MaritalStatus SupplierAssetStatus 0.007592
SupplierAssetStatus MaritalStatus 0.007592
FlagRO DPPercentage 0.007710
DPPercentage FlagRO 0.007710
Wayofpayment flagImpact 0.007745
flagImpact Wayofpayment 0.007745
FirstInstallment jmltunggakanpokok 0.007796
jmltunggakanpokok FirstInstallment 0.007796
flagImpact Autoapprovalresult 0.007829
Autoapprovalresult flagImpact 0.007829
CreditScoreSchemeID jmltunggakanhari 0.007901
jmltunggakanhari CreditScoreSchemeID 0.007901
Autoapprovalresult FlagNegCust 0.007930
FlagNegCust Autoapprovalresult 0.007930
Jenis_KPM Pendidikan 0.008024
Pendidikan Jenis_KPM 0.008024
CreditScoringResult flagImpact 0.008077
flagImpact CreditScoringResult 0.008077
FlagNegCust MaritalStatus 0.008106
MaritalStatus FlagNegCust 0.008106
IsSyariah PersonalType 0.008138
PersonalType IsSyariah 0.008138
Creditscore AssetType 0.008240
AssetType Creditscore 0.008240
numofassetunit FlagMerkPopular 0.008265
FlagMerkPopular numofassetunit 0.008265
CreditScoringResult Gender 0.008344
Gender CreditScoringResult 0.008344
InstallmentScheme HomeCompanyStatus 0.008392
HomeCompanyStatus InstallmentScheme 0.008392
CreditScoringResult flagImpactHL 0.008487
flagImpactHL CreditScoringResult 0.008487
AssetType FlagNegCust 0.008539
FlagNegCust AssetType 0.008539
Wayofpayment flagImpactHL 0.008551
flagImpactHL Wayofpayment 0.008551
flagbad NTFIDR 0.008597
NTFIDR flagbad 0.008597
Gender DPPercentage 0.008598
DPPercentage Gender 0.008598
FlagRO numofassetunit 0.008613
numofassetunit FlagRO 0.008613
flagImpactHL Autoapprovalresult 0.008627
Autoapprovalresult flagImpactHL 0.008627
DPPercentage PurposeOfFinancingID 0.008700
PurposeOfFinancingID DPPercentage 0.008700
jenispinjaman AssetType 0.008701
AssetType jenispinjaman 0.008701
CAMOSObligorExposure InstallmentScheme 0.008716
InstallmentScheme CAMOSObligorExposure 0.008716
HomeCompanyStatus UsedNew 0.008783
UsedNew HomeCompanyStatus 0.008783
HomeCompanyStatus GroupProductId 0.008783
GroupProductId HomeCompanyStatus 0.008783
AssetType isoveride 0.008943
isoveride AssetType 0.008943
isKPM Gender 0.009013
Gender isKPM 0.009013
UsedNew AssetType 0.009040
AssetType UsedNew 0.009040
numofassetunit Bidang_usaha 0.009337
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InstallmentScheme Gender 0.009389
Gender InstallmentScheme 0.009389
GroupProductId Pendidikan 0.009473
Pendidikan GroupProductId 0.009473
SupplierAssetStatus flagbad 0.009488
flagbad SupplierAssetStatus 0.009488
FlagNegCust Pendidikan 0.009694
Pendidikan FlagNegCust 0.009694
CreditScoreSchemeID Gender 0.009695
Gender CreditScoreSchemeID 0.009695
flagbad jmltunggakanpokok 0.009748
jmltunggakanpokok flagbad 0.009748
MainCoverage MaritalStatus 0.009774
MaritalStatus MainCoverage 0.009774
UsedNew Pendidikan 0.009851
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isKPM 0.009860
isKPM Pendidikan 0.009860
Gender Jenis_KPM 0.009890
Jenis_KPM Gender 0.009890
NTFIDR IsSyariah 0.009904
IsSyariah NTFIDR 0.009904
flagImpact Creditscore 0.009915
Creditscore flagImpact 0.009915
flagImpactHL 0.009915
flagImpactHL Creditscore 0.009915
jmltunggakanpokok CreditScoringResult 0.010055
CreditScoringResult jmltunggakanpokok 0.010055
FlagMerkPopular applicationsource 0.010192
applicationsource FlagMerkPopular 0.010192
isoveride PurposeOfFinancingID 0.010242
PurposeOfFinancingID isoveride 0.010242
MaritalStatus FlagMerkPopular 0.010250
FlagMerkPopular MaritalStatus 0.010250
AssetUsage jmltunggakanhari 0.010315
jmltunggakanhari AssetUsage 0.010315
applicationsource flagImpact 0.010485
flagImpact applicationsource 0.010485
jmltunggakanpokok isoveride 0.010632
isoveride jmltunggakanpokok 0.010632
Gender 0.010638
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Autoapprovalresult 0.010659
Autoapprovalresult Gender 0.010659
GroupProductId InstallmentScheme 0.010691
InstallmentScheme GroupProductId 0.010691
Autoapprovalresult jmltunggakanpokok 0.010806
jmltunggakanpokok Autoapprovalresult 0.010806
IsSyariah FlagMerkPopular 0.010807
FlagMerkPopular IsSyariah 0.010807
Jenis_KPM HomeCompanyStatus 0.010851
HomeCompanyStatus Jenis_KPM 0.010851
CreditScoringResult isKPM 0.011022
isKPM CreditScoringResult 0.011022
IsSyariah UsedNew 0.011128
UsedNew IsSyariah 0.011128
Autoapprovalresult Jenis_KPM 0.011234
Jenis_KPM Autoapprovalresult 0.011234
DPPercentage FlagMerkPopular 0.011370
FlagMerkPopular DPPercentage 0.011370
flagImpactHL applicationsource 0.011386
applicationsource flagImpactHL 0.011386
HomeCompanyStatus IsSyariah 0.011476
IsSyariah HomeCompanyStatus 0.011476
FlagNegCust Gender 0.011512
Gender FlagNegCust 0.011512
PurposeOfFinancingID HomeCompanyStatus 0.011613
HomeCompanyStatus PurposeOfFinancingID 0.011613
applicationsource AssetUsage 0.011695
AssetUsage applicationsource 0.011695
SupplierAssetStatus 0.011737
SupplierAssetStatus AssetUsage 0.011737
Pendapatan DPPercentage 0.011807
DPPercentage Pendapatan 0.011807
Jenis_KPM 0.011836
Jenis_KPM DPPercentage 0.011836
Gender IsSyariah 0.012203
IsSyariah Gender 0.012203
MaritalStatus PurposeOfFinancingID 0.012457
PurposeOfFinancingID MaritalStatus 0.012457
FlagNegCust Creditscore 0.012523
Creditscore FlagNegCust 0.012523
flagImpact AssetType 0.012622
AssetType flagImpact 0.012622
jmltunggakanhari Bidang_usaha 0.012642
Bidang_usaha jmltunggakanhari 0.012642
FirstInstallment PurposeOfFinancingID 0.012697
PurposeOfFinancingID FirstInstallment 0.012697
CreditScoringResult Jenis_KPM 0.012730
Jenis_KPM CreditScoringResult 0.012730
Autoapprovalresult FlagMerkPopular 0.012864
FlagMerkPopular Autoapprovalresult 0.012864
PurposeOfFinancingID IsSyariah 0.012934
IsSyariah PurposeOfFinancingID 0.012934
SupplierAssetStatus AssetType 0.012950
AssetType SupplierAssetStatus 0.012950
MaritalStatus MadeIn 0.013291
MadeIn MaritalStatus 0.013291
applicationsource flagbad 0.013300
flagbad applicationsource 0.013300
AssetType flagImpactHL 0.013342
flagImpactHL AssetType 0.013342
isKPM DPPercentage 0.013402
DPPercentage isKPM 0.013402
MaritalStatus Pendapatan 0.013457
Pendapatan MaritalStatus 0.013457
ProductType jmltunggakanpokok 0.013495
jmltunggakanpokok ProductType 0.013495
PurposeOfFinancingID jmltunggakanhari 0.013594
jmltunggakanhari PurposeOfFinancingID 0.013594
SupplierAssetStatus Pendidikan 0.013744
Pendidikan SupplierAssetStatus 0.013744
Creditscore jmltunggakanpokok 0.014062
jmltunggakanpokok Creditscore 0.014062
SupplierAssetStatus Autoapprovalresult 0.014097
Autoapprovalresult SupplierAssetStatus 0.014097
isoveride NTFIDR 0.014204
NTFIDR isoveride 0.014204
Gender MainCoverage 0.014219
MainCoverage Gender 0.014219
AssetUsage MaritalStatus 0.014233
MaritalStatus AssetUsage 0.014233
numofassetunit ResidenceCompanyCity 0.014316
ResidenceCompanyCity numofassetunit 0.014316
AssetType Bidang_usaha 0.014354
Bidang_usaha AssetType 0.014354
CreditScoreSchemeID AssetType 0.014385
AssetType CreditScoreSchemeID 0.014385
HomeCompanyStatus ProductType 0.014405
ProductType HomeCompanyStatus 0.014405
DPPercentage Autoapprovalresult 0.014447
Autoapprovalresult DPPercentage 0.014447
Gender GroupProductId 0.014497
GroupProductId Gender 0.014497
jmltunggakanpokok Wayofpayment 0.014528
Wayofpayment jmltunggakanpokok 0.014528
PersonalType applicationsource 0.014549
applicationsource PersonalType 0.014549
numofassetunit InstallmentScheme 0.014554
InstallmentScheme numofassetunit 0.014554
Creditscore UsedNew 0.014583
UsedNew Creditscore 0.014583
PurposeOfFinancingID flagbad 0.014663
flagbad PurposeOfFinancingID 0.014663
jenispinjaman jmltunggakanhari 0.014667
jmltunggakanhari jenispinjaman 0.014667
ProductType Pendapatan 0.014706
Pendapatan ProductType 0.014706
IsSyariah AssetUsage 0.014766
AssetUsage IsSyariah 0.014766
UsedNew AssetUsage 0.014784
AssetUsage UsedNew 0.014784
PersonalType jmltunggakanpokok 0.014861
jmltunggakanpokok PersonalType 0.014861
Autoapprovalresult isKPM 0.014916
isKPM Autoapprovalresult 0.014916
jmltunggakanpokok FlagMerkPopular 0.015177
FlagMerkPopular jmltunggakanpokok 0.015177
HomeCompanyStatus isKPM 0.015273
isKPM HomeCompanyStatus 0.015273
FirstInstallment FlagNegCust 0.015285
FlagNegCust FirstInstallment 0.015285
AutoApprovalFailed numofassetunit 0.015321
numofassetunit AutoApprovalFailed 0.015321
applicationsource isoveride 0.015344
isoveride applicationsource 0.015344
HomeCompanyStatus SupplierAssetStatus 0.015379
SupplierAssetStatus HomeCompanyStatus 0.015379
CAMOSObligorExposure numofassetunit 0.015426
numofassetunit CAMOSObligorExposure 0.015426
PurposeOfFinancingID UsedNew 0.015438
UsedNew PurposeOfFinancingID 0.015438
SupplierAssetStatus IsSyariah 0.015572
IsSyariah SupplierAssetStatus 0.015572
ProductType AssetType 0.015589
AssetType ProductType 0.015589
HomeCompanyStatus Wayofpayment 0.015648
Wayofpayment HomeCompanyStatus 0.015648
NTFIDR isKPM 0.016281
isKPM NTFIDR 0.016281
Pekerjaan jmltunggakanpokok 0.016361
jmltunggakanpokok Pekerjaan 0.016361
InstallmentScheme IsSyariah 0.016387
IsSyariah InstallmentScheme 0.016387
SupplierAssetStatus CreditScoringResult 0.016413
CreditScoringResult SupplierAssetStatus 0.016413
jmltunggakanhari AssetCategory 0.016460
AssetCategory jmltunggakanhari 0.016460
AssetCategoryId jmltunggakanhari 0.016460
jmltunggakanhari AssetCategoryId 0.016460
MaritalStatus IsSyariah 0.016482
IsSyariah MaritalStatus 0.016482
applicationsource InstallmentScheme 0.016588
InstallmentScheme applicationsource 0.016588
Pendapatan CreditScoreSchemeID 0.016687
CreditScoreSchemeID Pendapatan 0.016687
UsedNew CreditScoringResult 0.016738
CreditScoringResult UsedNew 0.016738
jmltunggakanpokok UsedNew 0.016790
UsedNew jmltunggakanpokok 0.016790
jmltunggakanpokok CreditScoreSchemeID 0.016967
CreditScoreSchemeID jmltunggakanpokok 0.016967
DPPercentage IsSyariah 0.016981
IsSyariah DPPercentage 0.016981
AssetType FlagRO 0.017157
FlagRO AssetType 0.017157
IsSyariah flagbad 0.017503
flagbad IsSyariah 0.017503
Jenis_KPM flagbad 0.017799
flagbad Jenis_KPM 0.017799
applicationsource CAMOSObligorExposure 0.017810
CAMOSObligorExposure applicationsource 0.017810
Jenis_KPM FirstInstallment 0.017815
FirstInstallment Jenis_KPM 0.017815
numofassetunit CompanyCity 0.018053
CompanyCity numofassetunit 0.018053
MainCoverage FlagNegCust 0.018094
FlagNegCust MainCoverage 0.018094
MainCoverage HomeCompanyStatus 0.018116
HomeCompanyStatus MainCoverage 0.018116
Creditscore MainCoverage 0.018207
MainCoverage Creditscore 0.018207
isKPM flagbad 0.018241
flagbad isKPM 0.018241
SektorEkonomi Gender 0.018294
Gender SektorEkonomi 0.018294
UsedNew Autoapprovalresult 0.018315
Autoapprovalresult UsedNew 0.018315
FlagNegCust jenispinjaman 0.018754
jenispinjaman FlagNegCust 0.018754
applicationsource PurposeOfFinancingID 0.019048
PurposeOfFinancingID applicationsource 0.019048
CreditScoreSchemeID PersonalType 0.019189
PersonalType CreditScoreSchemeID 0.019189
AssetUsage HomeCompanyStatus 0.019212
HomeCompanyStatus AssetUsage 0.019212
Creditscore FlagMerkPopular 0.019300
FlagMerkPopular Creditscore 0.019300
PersonalType FlagNegCust 0.019384
FlagNegCust PersonalType 0.019384
FlagMerkPopular AssetType 0.019524
AssetType FlagMerkPopular 0.019524
Pendapatan InstallmentScheme 0.019578
InstallmentScheme Pendapatan 0.019578
flagbad CAMOSObligorExposure 0.019856
CAMOSObligorExposure flagbad 0.019856
Wayofpayment Pendidikan 0.019973
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flagbad FlagRO 0.020050
FlagRO flagbad 0.020050
Pekerjaan GroupProductId 0.020137
GroupProductId Pekerjaan 0.020137
FlagNegCust flagImpact 0.020272
flagImpact FlagNegCust 0.020272
NTFIDR numofassetunit 0.020331
numofassetunit NTFIDR 0.020331
CAMOSObligorExposure AssetType 0.020358
AssetType CAMOSObligorExposure 0.020358
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jmltunggakanpokok SupplierAssetStatus 0.020500
Bidang_usaha 0.020517
Bidang_usaha jmltunggakanpokok 0.020517
FlagNegCust flagImpactHL 0.020531
flagImpactHL FlagNegCust 0.020531
isoveride FlagNegCust 0.020625
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Wayofpayment FlagNegCust 0.020756
MadeIn HomeCompanyStatus 0.020829
HomeCompanyStatus MadeIn 0.020829
jmltunggakanhari ResidenceCompanyCity 0.020906
ResidenceCompanyCity jmltunggakanhari 0.020906
CreditScoreSchemeID HomeCompanyStatus 0.020983
HomeCompanyStatus CreditScoreSchemeID 0.020983
applicationsource 0.021047
applicationsource HomeCompanyStatus 0.021047
FlagRO 0.021070
FlagRO applicationsource 0.021070
IsSyariah isoveride 0.021499
isoveride IsSyariah 0.021499
Pendidikan IsSyariah 0.021526
IsSyariah Pendidikan 0.021526
Gender ProductType 0.021748
ProductType Gender 0.021748
Autoapprovalresult MaritalStatus 0.021772
MaritalStatus Autoapprovalresult 0.021772
Pendidikan applicationsource 0.021871
applicationsource Pendidikan 0.021871
NTFIDR AssetType 0.021893
AssetType NTFIDR 0.021893
Creditscore flagbad 0.022055
flagbad Creditscore 0.022055
DPPercentage GroupProductId 0.022141
GroupProductId DPPercentage 0.022141
SektorEkonomi Pekerjaan 0.022239
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UsedNew DPPercentage 0.022280
DPPercentage UsedNew 0.022280
Pendapatan jmltunggakanpokok 0.022693
jmltunggakanpokok Pendapatan 0.022693
MaritalStatus ProductType 0.022810
ProductType MaritalStatus 0.022810
jmltunggakanpokok FlagRO 0.022900
FlagRO jmltunggakanpokok 0.022900
jmltunggakanpokok MadeIn 0.022936
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InstallmentScheme SupplierAssetStatus 0.023036
SupplierAssetStatus InstallmentScheme 0.023036
InstallmentScheme NTFIDR 0.023204
NTFIDR InstallmentScheme 0.023204
jmltunggakanpokok SektorEkonomi 0.023346
SektorEkonomi jmltunggakanpokok 0.023346
FlagMerkPopular HomeCompanyStatus 0.023431
HomeCompanyStatus FlagMerkPopular 0.023431
CreditScoreSchemeID FlagNegCust 0.023459
FlagNegCust CreditScoreSchemeID 0.023459
Jenis_KPM SupplierAssetStatus 0.023754
SupplierAssetStatus Jenis_KPM 0.023754
isKPM UsedNew 0.023941
UsedNew isKPM 0.023941
MaritalStatus DPPercentage 0.024127
DPPercentage MaritalStatus 0.024127
PurposeOfFinancingID isKPM 0.024139
isKPM PurposeOfFinancingID 0.024139
jmltunggakanhari CompanyCity 0.024218
CompanyCity jmltunggakanhari 0.024218
DPPercentage applicationsource 0.024234
applicationsource DPPercentage 0.024234
Jenis_KPM UsedNew 0.024359
UsedNew Jenis_KPM 0.024359
ProductType flagImpact 0.024381
flagImpact ProductType 0.024381
Gender FirstInstallment 0.024546
FirstInstallment Gender 0.024546
CreditScoreSchemeID MaritalStatus 0.024626
MaritalStatus CreditScoreSchemeID 0.024626
numofassetunit AssetUsage 0.024650
AssetUsage numofassetunit 0.024650
isKPM FlagMerkPopular 0.024775
FlagMerkPopular isKPM 0.024775
Pendapatan flagImpact 0.024812
flagImpact Pendapatan 0.024812
flagImpactHL Pendapatan 0.024812
Pendapatan flagImpactHL 0.024812
UsedNew GroupProductId 0.025008
GroupProductId UsedNew 0.025008
AssetUsage Wayofpayment 0.025025
Wayofpayment AssetUsage 0.025025
PurposeOfFinancingID Jenis_KPM 0.025105
Jenis_KPM PurposeOfFinancingID 0.025105
AssetUsage FlagRO 0.025151
FlagRO AssetUsage 0.025151
flagImpact AssetUsage 0.025152
AssetUsage flagImpact 0.025152
flagImpactHL ProductType 0.025176
ProductType flagImpactHL 0.025176
AutoApprovalFailed jmltunggakanhari 0.025209
jmltunggakanhari AutoApprovalFailed 0.025209
PurposeOfFinancingID InstallmentScheme 0.025216
InstallmentScheme PurposeOfFinancingID 0.025216
isoveride UsedNew 0.025243
UsedNew isoveride 0.025243
GroupProductId SupplierAssetStatus 0.025296
SupplierAssetStatus GroupProductId 0.025296
MaritalStatus NTFIDR 0.025327
NTFIDR MaritalStatus 0.025327
AssetUsage flagImpactHL 0.025329
flagImpactHL AssetUsage 0.025329
GroupProductId flagbad 0.025399
flagbad GroupProductId 0.025399
Gender SupplierAssetStatus 0.025414
SupplierAssetStatus Gender 0.025414
UsedNew jenispinjaman 0.025518
jenispinjaman UsedNew 0.025518
Pendidikan MadeIn 0.025556
MadeIn Pendidikan 0.025556
Wayofpayment applicationsource 0.025719
applicationsource Wayofpayment 0.025719
GroupProductId NTFIDR 0.025750
NTFIDR GroupProductId 0.025750
IsSyariah applicationsource 0.026065
applicationsource IsSyariah 0.026065
MaritalStatus CAMOSObligorExposure 0.026090
CAMOSObligorExposure MaritalStatus 0.026090
flagImpact CreditScoreSchemeID 0.026149
CreditScoreSchemeID flagImpact 0.026149
PurposeOfFinancingID CreditScoringResult 0.026283
CreditScoringResult PurposeOfFinancingID 0.026283
InstallmentScheme Pendidikan 0.026381
Pendidikan InstallmentScheme 0.026381
UsedNew InstallmentScheme 0.026440
InstallmentScheme UsedNew 0.026440
MadeIn InstallmentScheme 0.026474
InstallmentScheme MadeIn 0.026474
CreditScoreSchemeID flagImpactHL 0.026769
flagImpactHL CreditScoreSchemeID 0.026769
Pendapatan Autoapprovalresult 0.026944
Autoapprovalresult Pendapatan 0.026944
applicationsource NTFIDR 0.026951
NTFIDR applicationsource 0.026951
HomeCompanyStatus Pendapatan 0.027066
Pendapatan HomeCompanyStatus 0.027066
CreditScoringResult Pendapatan 0.027085
Pendapatan CreditScoringResult 0.027085
flagImpact isoveride 0.027184
isoveride flagImpact 0.027184
PurposeOfFinancingID Gender 0.027220
Gender PurposeOfFinancingID 0.027220
isoveride FlagRO 0.027263
FlagRO isoveride 0.027263
isoveride flagImpactHL 0.027318
flagImpactHL isoveride 0.027318
SupplierAssetStatus DPPercentage 0.027338
DPPercentage SupplierAssetStatus 0.027338
CAMOSObligorExposure Pendidikan 0.027398
Pendidikan CAMOSObligorExposure 0.027398
Pekerjaan ProductOffering 0.027599
ProductOffering Pekerjaan 0.027599
Pendidikan ProductType 0.027635
ProductType Pendidikan 0.027635
CreditScoreSchemeID Pendidikan 0.027875
Pendidikan CreditScoreSchemeID 0.027875
CAMOSObligorExposure isKPM 0.027876
isKPM CAMOSObligorExposure 0.027876
Creditscore MaritalStatus 0.027892
MaritalStatus Creditscore 0.027892
applicationsource MadeIn 0.028046
MadeIn applicationsource 0.028046
UsedNew Wayofpayment 0.028429
Wayofpayment UsedNew 0.028429
Pendidikan Pendapatan 0.028457
Pendapatan Pendidikan 0.028457
FlagMerkPopular FirstInstallment 0.028474
FirstInstallment FlagMerkPopular 0.028474
CAMOSObligorExposure HomeCompanyStatus 0.028602
HomeCompanyStatus CAMOSObligorExposure 0.028602
Jenis_KPM flagImpact 0.028935
flagImpact Jenis_KPM 0.028935
jmltunggakanpokok FlagNegCust 0.028987
FlagNegCust jmltunggakanpokok 0.028987
Pendidikan MainCoverage 0.029050
MainCoverage Pendidikan 0.029050
Jenis_KPM flagImpactHL 0.029160
flagImpactHL Jenis_KPM 0.029160
Gender Wayofpayment 0.029217
Wayofpayment Gender 0.029217
isKPM flagImpact 0.029237
flagImpact isKPM 0.029237
MaritalStatus CreditScoringResult 0.029242
CreditScoringResult MaritalStatus 0.029242
CAMOSObligorExposure GroupProductId 0.029366
GroupProductId CAMOSObligorExposure 0.029366
Autoapprovalresult HomeCompanyStatus 0.029381
HomeCompanyStatus Autoapprovalresult 0.029381
isKPM flagImpactHL 0.029382
flagImpactHL isKPM 0.029382
PersonalType GroupProductId 0.029413
GroupProductId PersonalType 0.029413
Pendapatan isKPM 0.029422
isKPM Pendapatan 0.029422
GroupProductId Pendapatan 0.029495
Pendapatan GroupProductId 0.029495
InstallmentScheme ProductType 0.029496
ProductType InstallmentScheme 0.029496
CAMOSObligorExposure Jenis_KPM 0.029555
Jenis_KPM CAMOSObligorExposure 0.029555
CAMOSObligorExposure Gender 0.029577
Gender CAMOSObligorExposure 0.029577
Jenis_KPM PersonalType 0.029816
PersonalType Jenis_KPM 0.029816
MaritalStatus flagbad 0.029955
flagbad MaritalStatus 0.029955
PersonalType InstallmentScheme 0.029963
InstallmentScheme PersonalType 0.029963
GroupProductId flagImpact 0.030049
flagImpact GroupProductId 0.030049
HomeCompanyStatus isoveride 0.030226
isoveride HomeCompanyStatus 0.030226
NTFIDR jmltunggakanpokok 0.030255
jmltunggakanpokok NTFIDR 0.030255
Autoapprovalresult PurposeOfFinancingID 0.030272
PurposeOfFinancingID Autoapprovalresult 0.030272
isoveride Pendapatan 0.030272
Pendapatan isoveride 0.030272
SektorEkonomi Bidang_usaha 0.030282
Bidang_usaha SektorEkonomi 0.030282
DPPercentage flagImpact 0.030396
flagImpact DPPercentage 0.030396
flagImpactHL DPPercentage 0.030396
DPPercentage flagImpactHL 0.030396
flagImpactHL GroupProductId 0.030590
GroupProductId flagImpactHL 0.030590
Jenis_KPM AssetCategory 0.030926
AssetCategory Jenis_KPM 0.030926
AssetCategoryId Jenis_KPM 0.030927
Jenis_KPM AssetCategoryId 0.030927
jenispinjaman Jenis_KPM 0.031045
Jenis_KPM jenispinjaman 0.031045
PersonalType Autoapprovalresult 0.031194
Autoapprovalresult PersonalType 0.031194
MaritalStatus FirstInstallment 0.031257
FirstInstallment MaritalStatus 0.031257
flagImpact Gender 0.031393
Gender flagImpact 0.031393
jmltunggakanhari ProductType 0.031406
ProductType jmltunggakanhari 0.031406
Gender AssetUsage 0.031443
AssetUsage Gender 0.031443
PurposeOfFinancingID numofassetunit 0.031455
numofassetunit PurposeOfFinancingID 0.031455
AssetUsage CAMOSObligorExposure 0.031465
CAMOSObligorExposure AssetUsage 0.031465
flagImpactHL Gender 0.031512
Gender flagImpactHL 0.031512
Creditscore Jenis_KPM 0.031614
Jenis_KPM Creditscore 0.031614
Bidang_usaha FlagNegCust 0.031744
FlagNegCust Bidang_usaha 0.031744
MainCoverage flagbad 0.031757
flagbad MainCoverage 0.031757
CAMOSObligorExposure Creditscore 0.031932
Creditscore CAMOSObligorExposure 0.031932
applicationsource 0.031978
applicationsource Creditscore 0.031978
MadeIn IsSyariah 0.032168
IsSyariah MadeIn 0.032168
jmltunggakanpokok ResidenceCompanyCity 0.032249
ResidenceCompanyCity jmltunggakanpokok 0.032249
Autoapprovalresult Pendidikan 0.032274
Pendidikan Autoapprovalresult 0.032274
AssetUsage InstallmentScheme 0.032500
InstallmentScheme AssetUsage 0.032500
Creditscore DPPercentage 0.032514
DPPercentage Creditscore 0.032514
CreditScoreSchemeID CAMOSObligorExposure 0.032542
CAMOSObligorExposure CreditScoreSchemeID 0.032542
Creditscore Gender 0.032553
Gender Creditscore 0.032553
ProductType CAMOSObligorExposure 0.032670
CAMOSObligorExposure ProductType 0.032670
InstallmentScheme flagImpact 0.032705
flagImpact InstallmentScheme 0.032705
InstallmentScheme flagImpactHL 0.032905
flagImpactHL InstallmentScheme 0.032905
flagbad HomeCompanyStatus 0.032954
HomeCompanyStatus flagbad 0.032954
Pendidikan MaritalStatus 0.033030
MaritalStatus Pendidikan 0.033030
Pendapatan PurposeOfFinancingID 0.033104
PurposeOfFinancingID Pendapatan 0.033104
isoveride MaritalStatus 0.033147
MaritalStatus isoveride 0.033147
HomeCompanyStatus Pendidikan 0.033544
Pendidikan HomeCompanyStatus 0.033544
isKPM SupplierAssetStatus 0.033730
SupplierAssetStatus isKPM 0.033730
MadeIn flagbad 0.034121
flagbad MadeIn 0.034121
Pekerjaan FlagNegCust 0.034122
FlagNegCust Pekerjaan 0.034122
ProductType FlagNegCust 0.034325
FlagNegCust ProductType 0.034325
Creditscore isKPM 0.034341
isKPM Creditscore 0.034341
jenispinjaman SupplierAssetStatus 0.034356
SupplierAssetStatus jenispinjaman 0.034356
Bidang_usaha IsSyariah 0.034416
IsSyariah Bidang_usaha 0.034416
Wayofpayment 0.034519
Wayofpayment IsSyariah 0.034519
MadeIn Pekerjaan 0.034693
Pekerjaan MadeIn 0.034693
FlagNegCust FlagMerkPopular 0.034706
FlagMerkPopular FlagNegCust 0.034706
CompanyCity jmltunggakanpokok 0.034736
jmltunggakanpokok CompanyCity 0.034736
Pendapatan Jenis_KPM 0.034763
Jenis_KPM Pendapatan 0.034763
GroupProductId jenispinjaman 0.034783
jenispinjaman GroupProductId 0.034783
isKPM MadeIn 0.034784
MadeIn isKPM 0.034784
SupplierAssetStatus FlagNegCust 0.034906
FlagNegCust SupplierAssetStatus 0.034906
Pendapatan Gender 0.035059
Gender Pendapatan 0.035059
MadeIn DPPercentage 0.035257
DPPercentage MadeIn 0.035257
MadeIn Bidang_usaha 0.035340
Bidang_usaha MadeIn 0.035340
GroupProductId 0.035566
GroupProductId Bidang_usaha 0.035566
AssetCategoryId applicationsource 0.035573
applicationsource AssetCategoryId 0.035573
AssetCategory 0.035574
AssetCategory applicationsource 0.035574
InstallmentScheme FlagMerkPopular 0.035636
FlagMerkPopular InstallmentScheme 0.035636
Jenis_KPM 0.036139
Jenis_KPM FlagMerkPopular 0.036139
MainCoverage 0.036167
MainCoverage Jenis_KPM 0.036167
NTFIDR PurposeOfFinancingID 0.036179
PurposeOfFinancingID NTFIDR 0.036179
isoveride MainCoverage 0.036321
MainCoverage isoveride 0.036321
jmltunggakanpokok CAMOSObligorExposure 0.036453
CAMOSObligorExposure jmltunggakanpokok 0.036453
Wayofpayment InstallmentScheme 0.036554
InstallmentScheme Wayofpayment 0.036554
FlagNegCust ResidenceCompanyCity 0.036937
ResidenceCompanyCity FlagNegCust 0.036937
CAMOSObligorExposure FirstInstallment 0.036972
FirstInstallment CAMOSObligorExposure 0.036972
Jenis_KPM MadeIn 0.037122
MadeIn Jenis_KPM 0.037122
SektorEkonomi HomeCompanyStatus 0.037123
HomeCompanyStatus SektorEkonomi 0.037123
SupplierAssetStatus Creditscore 0.037194
Creditscore SupplierAssetStatus 0.037194
isKPM AssetCategory 0.037458
AssetCategory isKPM 0.037458
AssetCategoryId isKPM 0.037458
isKPM AssetCategoryId 0.037458
FlagMerkPopular flagImpactHL 0.037524
flagImpactHL FlagMerkPopular 0.037524
flagImpact FlagMerkPopular 0.037524
FlagMerkPopular flagImpact 0.037524
jenispinjaman MadeIn 0.037545
MadeIn jenispinjaman 0.037545
FlagMerkPopular GroupProductId 0.037707
GroupProductId FlagMerkPopular 0.037707
DPPercentage PersonalType 0.037734
PersonalType DPPercentage 0.037734
FlagNegCust UsedNew 0.038234
UsedNew FlagNegCust 0.038234
jmltunggakanhari ProductOffering 0.038323
ProductOffering jmltunggakanhari 0.038323
InstallmentScheme SektorEkonomi 0.038326
SektorEkonomi InstallmentScheme 0.038326
CompanyCity MadeIn 0.038769
MadeIn CompanyCity 0.038769
PurposeOfFinancingID jenispinjaman 0.038900
jenispinjaman PurposeOfFinancingID 0.038900
isoveride InstallmentScheme 0.039071
InstallmentScheme isoveride 0.039071
Pekerjaan InstallmentScheme 0.039600
InstallmentScheme Pekerjaan 0.039600
jmltunggakanpokok AssetCategoryId 0.039720
AssetCategoryId jmltunggakanpokok 0.039720
jmltunggakanpokok AssetCategory 0.039722
AssetCategory jmltunggakanpokok 0.039722
Pendidikan Creditscore 0.039989
Creditscore Pendidikan 0.039989
DPPercentage AssetUsage 0.040039
AssetUsage DPPercentage 0.040039
Gender MadeIn 0.040091
MadeIn Gender 0.040091
UsedNew PersonalType 0.040394
PersonalType UsedNew 0.040394
CreditScoringResult HomeCompanyStatus 0.040480
HomeCompanyStatus CreditScoringResult 0.040480
AutoApprovalFailed Pendidikan 0.040659
Pendidikan AutoApprovalFailed 0.040659
Wayofpayment PurposeOfFinancingID 0.040780
PurposeOfFinancingID Wayofpayment 0.040780
isoveride PersonalType 0.041064
PersonalType isoveride 0.041064
flagbad PersonalType 0.041384
PersonalType flagbad 0.041384
isKPM 0.041445
isKPM PersonalType 0.041445
Pendapatan FirstInstallment 0.041941
FirstInstallment Pendapatan 0.041941
Gender jenispinjaman 0.042061
jenispinjaman Gender 0.042061
FlagRO Pendidikan 0.042331
Pendidikan FlagRO 0.042331
Jenis_KPM Pekerjaan 0.042538
Pekerjaan Jenis_KPM 0.042538
jenispinjaman isKPM 0.042582
isKPM jenispinjaman 0.042582
ProductType flagbad 0.042610
flagbad ProductType 0.042610
InstallmentScheme FlagRO 0.042615
FlagRO InstallmentScheme 0.042615
MadeIn AssetUsage 0.042851
AssetUsage MadeIn 0.042851
IsSyariah AssetCategory 0.042986
AssetCategory IsSyariah 0.042986
AssetCategoryId IsSyariah 0.042989
IsSyariah AssetCategoryId 0.042989
flagbad FlagMerkPopular 0.043524
FlagMerkPopular flagbad 0.043524
HomeCompanyStatus FirstInstallment 0.043527
FirstInstallment HomeCompanyStatus 0.043527
GroupProductId 0.043569
GroupProductId FirstInstallment 0.043569
isKPM FlagRO 0.043738
FlagRO isKPM 0.043738
FlagNegCust Pendapatan 0.043973
Pendapatan FlagNegCust 0.043973
Jenis_KPM NTFIDR 0.044270
NTFIDR Jenis_KPM 0.044270
MaritalStatus AssetCategory 0.044482
AssetCategory MaritalStatus 0.044482
MaritalStatus AssetCategoryId 0.044499
AssetCategoryId MaritalStatus 0.044499
PurposeOfFinancingID Pendidikan 0.044528
Pendidikan PurposeOfFinancingID 0.044528
FirstInstallment IsSyariah 0.044529
IsSyariah FirstInstallment 0.044529
Wayofpayment numofassetunit 0.044597
numofassetunit Wayofpayment 0.044597
Jenis_KPM FlagRO 0.044609
FlagRO Jenis_KPM 0.044609
GroupProductId Autoapprovalresult 0.044779
Autoapprovalresult GroupProductId 0.044779
AssetUsage GroupProductId 0.044863
GroupProductId AssetUsage 0.044863
IsSyariah Pekerjaan 0.044997
Pekerjaan IsSyariah 0.044997
Pendidikan isoveride 0.045049
isoveride Pendidikan 0.045049
CreditScoringResult Pendidikan 0.045114
Pendidikan CreditScoringResult 0.045114
FlagRO GroupProductId 0.045149
GroupProductId FlagRO 0.045149
jenispinjaman HomeCompanyStatus 0.045349
HomeCompanyStatus jenispinjaman 0.045349
CreditScoringResult PersonalType 0.045689
PersonalType CreditScoringResult 0.045689
MaritalStatus ProductOffering 0.045711
ProductOffering MaritalStatus 0.045711
FlagNegCust AssetCategory 0.046015
AssetCategory FlagNegCust 0.046015
AssetCategoryId FlagNegCust 0.046017
FlagNegCust AssetCategoryId 0.046017
isoveride FlagMerkPopular 0.046021
FlagMerkPopular isoveride 0.046021
HomeCompanyStatus AssetCategoryId 0.046035
AssetCategoryId HomeCompanyStatus 0.046035
HomeCompanyStatus AssetCategory 0.046040
AssetCategory HomeCompanyStatus 0.046040
jenispinjaman FlagMerkPopular 0.046165
FlagMerkPopular jenispinjaman 0.046165
flagImpact UsedNew 0.046450
UsedNew flagImpact 0.046450
flagImpactHL 0.046569
flagImpactHL UsedNew 0.046569
isoveride Wayofpayment 0.046697
Wayofpayment isoveride 0.046697
Gender FlagMerkPopular 0.047045
FlagMerkPopular Gender 0.047045
Pekerjaan isKPM 0.047162
isKPM Pekerjaan 0.047162
jenispinjaman CAMOSObligorExposure 0.047165
CAMOSObligorExposure jenispinjaman 0.047165
MaritalStatus jenispinjaman 0.047339
jenispinjaman MaritalStatus 0.047339
jmltunggakanpokok jenispinjaman 0.047521
jenispinjaman jmltunggakanpokok 0.047521
InstallmentScheme 0.047564
InstallmentScheme jenispinjaman 0.047564
Jenis_KPM isoveride 0.047803
isoveride Jenis_KPM 0.047803
Pendidikan AssetCategory 0.048262
AssetCategory Pendidikan 0.048262
AssetCategoryId Pendidikan 0.048262
Pendidikan AssetCategoryId 0.048262
CAMOSObligorExposure isoveride 0.048663
isoveride CAMOSObligorExposure 0.048663
ProductType Bidang_usaha 0.048728
Bidang_usaha ProductType 0.048728
CreditScoreSchemeID UsedNew 0.048788
UsedNew CreditScoreSchemeID 0.048788
Pendapatan MainCoverage 0.048791
MainCoverage Pendapatan 0.048791
jenispinjaman Pendapatan 0.048995
Pendapatan jenispinjaman 0.048995
Pendidikan flagbad 0.049149
flagbad Pendidikan 0.049149
ProductType PersonalType 0.049403
PersonalType ProductType 0.049403
AssetCategoryId Bidang_usaha 0.049427
Bidang_usaha AssetCategoryId 0.049427
AssetCategory 0.049431
AssetCategory Bidang_usaha 0.049431
jenispinjaman Pendidikan 0.049661
Pendidikan jenispinjaman 0.049661
isoveride isKPM 0.049735
isKPM isoveride 0.049735
Creditscore HomeCompanyStatus 0.049770
HomeCompanyStatus Creditscore 0.049770
jenispinjaman AssetUsage 0.049959
AssetUsage jenispinjaman 0.049959
PersonalType SupplierAssetStatus 0.050098
SupplierAssetStatus PersonalType 0.050098
PersonalType MadeIn 0.050314
MadeIn PersonalType 0.050314
AssetCategory Pekerjaan 0.051311
Pekerjaan AssetCategory 0.051311
AssetCategoryId 0.051314
AssetCategoryId Pekerjaan 0.051314
Autoapprovalresult InstallmentScheme 0.051329
InstallmentScheme Autoapprovalresult 0.051329
Autoapprovalresult Bidang_usaha 0.051420
Bidang_usaha Autoapprovalresult 0.051420
applicationsource Pekerjaan 0.051522
Pekerjaan applicationsource 0.051522
Pendapatan UsedNew 0.052064
UsedNew Pendapatan 0.052064
Wayofpayment Bidang_usaha 0.052135
Bidang_usaha Wayofpayment 0.052135
applicationsource 0.052297
applicationsource Bidang_usaha 0.052297
SektorEkonomi Pendapatan 0.052521
Pendapatan SektorEkonomi 0.052521
Creditscore PurposeOfFinancingID 0.052560
PurposeOfFinancingID Creditscore 0.052560
FlagNegCust MadeIn 0.052618
MadeIn FlagNegCust 0.052618
isoveride FirstInstallment 0.052787
FirstInstallment isoveride 0.052787
FlagMerkPopular Pendidikan 0.052952
Pendidikan FlagMerkPopular 0.052952
IsSyariah MainCoverage 0.053032
MainCoverage IsSyariah 0.053032
NTFIDR AssetUsage 0.053195
AssetUsage NTFIDR 0.053195
PersonalType Wayofpayment 0.053340
Wayofpayment PersonalType 0.053340
SupplierAssetStatus 0.053409
SupplierAssetStatus Wayofpayment 0.053409
Pekerjaan ProductType 0.053420
ProductType Pekerjaan 0.053420
InstallmentScheme Bidang_usaha 0.053627
Bidang_usaha InstallmentScheme 0.053627
GroupProductId isoveride 0.053886
isoveride GroupProductId 0.053886
Pendidikan NTFIDR 0.053951
NTFIDR Pendidikan 0.053951
jenispinjaman flagbad 0.054035
flagbad jenispinjaman 0.054035
Bidang_usaha Jenis_KPM 0.054190
Jenis_KPM Bidang_usaha 0.054190
UsedNew Pekerjaan 0.054365
Pekerjaan UsedNew 0.054365
MainCoverage isKPM 0.054374
isKPM MainCoverage 0.054374
isoveride SupplierAssetStatus 0.054521
SupplierAssetStatus isoveride 0.054521
applicationsource FirstInstallment 0.054618
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flagbad 0.067568
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applicationsource ProductType 0.067676
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applicationsource SektorEkonomi 0.074549
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flagImpactHL FirstInstallment 0.075033
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applicationsource MainCoverage 0.077337
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PurposeOfFinancingID CreditScoreSchemeID 0.079203
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jenispinjaman Wayofpayment 0.083217
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applicationsource CreditScoringResult 0.083922
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ProductType isKPM 0.085709
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applicationsource UsedNew 0.090090
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applicationsource AutoApprovalFailed 0.120573
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Creditscore ProductType 0.547717
flagImpact Bidang_usaha 0.548762
Bidang_usaha flagImpact 0.548762
flagImpactHL 0.549239
flagImpactHL Bidang_usaha 0.549239
Autoapprovalresult Creditscore 0.561009
Creditscore Autoapprovalresult 0.561009
AutoApprovalFailed Autoapprovalresult 0.582221
Autoapprovalresult AutoApprovalFailed 0.582221
NTFIDR MadeIn 0.596401
MadeIn NTFIDR 0.596401
PurposeOfFinancingID AssetCategory 0.600105
AssetCategory PurposeOfFinancingID 0.600105
AssetCategoryId PurposeOfFinancingID 0.600106
PurposeOfFinancingID AssetCategoryId 0.600106
CreditScoreSchemeID Creditscore 0.602001
Creditscore CreditScoreSchemeID 0.602001
ProductOffering SupplierAssetStatus 0.614986
SupplierAssetStatus ProductOffering 0.614986
ProductOffering MainCoverage 0.616052
MainCoverage ProductOffering 0.616052
FlagMerkPopular SupplierName 0.630039
SupplierName FlagMerkPopular 0.630039
ProductType GroupProductId 0.632876
GroupProductId ProductType 0.632876
SupplierId FlagMerkPopular 0.634445
FlagMerkPopular SupplierId 0.634445
CreditScoringResult ProductOffering 0.657989
ProductOffering CreditScoringResult 0.657989
Jenis_KPM GroupProductId 0.658983
GroupProductId Jenis_KPM 0.658983
CompanyCity ResidenceCompanyCity 0.659491
ResidenceCompanyCity CompanyCity 0.659491
PurposeOfFinancingID ProductType 0.659626
ProductType PurposeOfFinancingID 0.659626
FlagMerkPopular AssetCategory 0.670148
AssetCategory FlagMerkPopular 0.670148
AssetCategoryId FlagMerkPopular 0.670149
FlagMerkPopular AssetCategoryId 0.670149
AutoApprovalFailed Creditscore 0.679473
Creditscore AutoApprovalFailed 0.679473
NTFIDR SupplierName 0.682062
SupplierName NTFIDR 0.682062
NTFIDR SupplierId 0.684469
SupplierId NTFIDR 0.684469
FlagMerkPopular ProductOffering 0.713204
ProductOffering FlagMerkPopular 0.713204
Jenis_KPM 0.715849
Jenis_KPM ProductOffering 0.715849
numofassetunit SupplierName 0.749996
SupplierName numofassetunit 0.749996
SupplierId numofassetunit 0.749996
numofassetunit SupplierId 0.749996
ProductOffering 0.763759
ProductOffering numofassetunit 0.763759
SupplierAssetStatus UsedNew 0.784129
UsedNew SupplierAssetStatus 0.784129
PersonalType Pekerjaan 0.791722
Pekerjaan PersonalType 0.791722
AutoApprovalFailed CreditScoringResult 0.812628
CreditScoringResult AutoApprovalFailed 0.812628
ProductOffering InstallmentScheme 0.873153
InstallmentScheme ProductOffering 0.873153
SupplierName MadeIn 0.874286
MadeIn SupplierName 0.874286
UsedNew SupplierId 0.877460
SupplierId UsedNew 0.877460
SupplierName UsedNew 0.878134
UsedNew SupplierName 0.878134
MadeIn SupplierId 0.878981
SupplierId MadeIn 0.878981
Creditscore ProductOffering 0.896970
ProductOffering Creditscore 0.896970
AssetUsage ProductOffering 0.898134
ProductOffering AssetUsage 0.898134
CreditScoreSchemeID 0.901405
CreditScoreSchemeID ProductOffering 0.901405
AssetCategoryId AssetUsage 0.907127
AssetUsage AssetCategoryId 0.907127
AssetCategory 0.907127
AssetCategory AssetUsage 0.907127
ProductOffering ProductType 0.930393
ProductType ProductOffering 0.930393
Jenis_KPM isKPM 0.936702
isKPM Jenis_KPM 0.936702
AssetType SupplierId 0.952029
SupplierId AssetType 0.952029
SupplierName AssetType 0.953038
AssetType SupplierName 0.953038
Autoapprovalresult CreditScoringResult 0.981800
CreditScoringResult Autoapprovalresult 0.981800
SupplierAssetStatus SupplierName 0.981849
SupplierName SupplierAssetStatus 0.981849
ProductOffering PurposeOfFinancingID 0.982492
PurposeOfFinancingID ProductOffering 0.982492
IsSyariah GroupProductId 0.986135
GroupProductId IsSyariah 0.986135
ProductOffering FirstInstallment 0.989325
FirstInstallment ProductOffering 0.989325
SupplierAssetStatus SupplierId 0.991354
SupplierId SupplierAssetStatus 0.991354
isKPM GroupProductId 0.993548
GroupProductId isKPM 0.993548
ProductOffering 0.996097
ProductOffering GroupProductId 0.996097
UsedNew ProductOffering 0.996371
ProductOffering UsedNew 0.996371
isKPM ProductOffering 0.996624
ProductOffering isKPM 0.996624
AssetType 0.996680
AssetType ProductOffering 0.996680
ProductType IsSyariah 0.999009
IsSyariah ProductType 0.999009
ProductOffering 0.999015
ProductOffering IsSyariah 0.999015
SupplierId SupplierName 0.999023
SupplierName SupplierId 0.999023
AssetCategoryId AssetType 0.999941
AssetType AssetCategoryId 0.999941
AssetCategory 0.999941
AssetCategory AssetType 0.999941
AssetCategoryId AssetCategory 0.999989
AssetCategory AssetCategoryId 0.999989
PersonalType PersonalType 1.000000
FlagNegCust FlagNegCust 1.000000
Bidang_usaha Bidang_usaha 1.000000
Pendapatan Pendapatan 1.000000
numofassetunit numofassetunit 1.000000
NTFIDR NTFIDR 1.000000
MainCoverage MainCoverage 1.000000
AssetUsage AssetUsage 1.000000
AssetCategory AssetCategory 1.000000
FirstInstallment FirstInstallment 1.000000
applicationsource applicationsource 1.000000
PurposeOfFinancingID PurposeOfFinancingID 1.000000
flagImpact flagImpact 1.000000
GroupProductId GroupProductId 1.000000
ProductType ProductType 1.000000
IsSyariah IsSyariah 1.000000
Wayofpayment Wayofpayment 1.000000
Pendidikan Pendidikan 1.000000
Pekerjaan Pekerjaan 1.000000
CompanyCity CompanyCity 1.000000
HomeCompanyStatus HomeCompanyStatus 1.000000
ResidenceCompanyCity ResidenceCompanyCity 1.000000
MaritalStatus MaritalStatus 1.000000
Gender Gender 1.000000
UsedNew UsedNew 1.000000
flagImpact flagImpactHL 1.000000
flagImpactHL flagImpact 1.000000
flagImpactHL 1.000000
jmltunggakanhari jmltunggakanhari 1.000000
jenispinjaman jenispinjaman 1.000000
jmltunggakanpokok jmltunggakanpokok 1.000000
Jenis_KPM Jenis_KPM 1.000000
isKPM isKPM 1.000000
MadeIn MadeIn 1.000000
FlagMerkPopular FlagMerkPopular 1.000000
AssetCategoryId AssetCategoryId 1.000000
AssetType AssetType 1.000000
InstallmentScheme InstallmentScheme 1.000000
CAMOSObligorExposure CAMOSObligorExposure 1.000000
SupplierAssetStatus SupplierAssetStatus 1.000000
SupplierName SupplierName 1.000000
SupplierId SupplierId 1.000000
SektorEkonomi SektorEkonomi 1.000000
DPPercentage DPPercentage 1.000000
AutoApprovalFailed AutoApprovalFailed 1.000000
ProductOffering ProductOffering 1.000000
isoveride isoveride 1.000000
CreditScoreSchemeID CreditScoreSchemeID 1.000000
Creditscore Creditscore 1.000000
Autoapprovalresult Autoapprovalresult 1.000000
CreditScoringResult CreditScoringResult 1.000000
FlagRO FlagRO 1.000000
flagbad flagbad 1.000000
dtype: float64
dataCorr=d
dataCorr = dataCorr[abs(dataCorr) >= 0.01].stack().reset_index()
dataCorr = dataCorr[dataCorr['level_0'].astype(str)!=dataCorr['level_1'].astype(str)]
# filtering out lower/upper triangular duplicates
dataCorr['ordered-cols'] = dataCorr.apply(lambda x: '-'.join(sorted([x['level_0'],x['level_1']])),axis=1)
dataCorr = dataCorr.drop_duplicates(['ordered-cols'])
dataCorr.drop(['ordered-cols'], axis=1, inplace=True)
so = dataCorr.sort_values(by=0,kind="quicksort")
print(so)
level_0 level_1 0 1129 CreditScoringResult jmltunggakanpokok 0.010055 655 applicationsource FlagMerkPopular 0.010192 600 PurposeOfFinancingID isoveride 0.010242 117 MaritalStatus FlagMerkPopular 0.010250 799 AssetUsage jmltunggakanhari 0.010315 638 applicationsource flagImpact 0.010485 1313 isoveride jmltunggakanpokok 0.010632 72 Gender isoveride 0.010638 70 Gender Autoapprovalresult 0.010659 563 GroupProductId InstallmentScheme 0.010691 1174 Autoapprovalresult jmltunggakanpokok 0.010806 429 IsSyariah FlagMerkPopular 0.010807 210 HomeCompanyStatus Jenis_KPM 0.010851 1127 CreditScoringResult isKPM 0.011022 406 IsSyariah UsedNew 0.011128 1173 Autoapprovalresult Jenis_KPM 0.011234 1455 DPPercentage FlagMerkPopular 0.011370 639 applicationsource flagImpactHL 0.011386 180 HomeCompanyStatus IsSyariah 0.011476 84 Gender FlagNegCust 0.011512 182 HomeCompanyStatus PurposeOfFinancingID 0.011613 633 applicationsource AssetUsage 0.011695 792 AssetUsage SupplierAssetStatus 0.011737 943 Pendapatan DPPercentage 0.011807 1458 DPPercentage Jenis_KPM 0.011836 56 Gender IsSyariah 0.012203 96 MaritalStatus PurposeOfFinancingID 0.012457 1219 Creditscore FlagNegCust 0.012523 1041 flagImpact AssetType 0.012622 1005 Bidang_usaha jmltunggakanhari 0.012642 588 PurposeOfFinancingID FirstInstallment 0.012697 1128 CreditScoringResult Jenis_KPM 0.012730 1170 Autoapprovalresult FlagMerkPopular 0.012864 408 IsSyariah PurposeOfFinancingID 0.012934 1645 SupplierAssetStatus AssetType 0.012950 118 MaritalStatus MadeIn 0.013291 661 applicationsource flagbad 0.013300 1082 flagImpactHL AssetType 0.013342 1457 DPPercentage isKPM 0.013402 101 MaritalStatus Pendapatan 0.013457 478 ProductType jmltunggakanpokok 0.013495 615 PurposeOfFinancingID jmltunggakanhari 0.013594 342 Pendidikan SupplierAssetStatus 0.013744 1217 Creditscore jmltunggakanpokok 0.014062 1166 Autoapprovalresult SupplierAssetStatus 0.014097 876 NTFIDR isoveride 0.014204 64 Gender MainCoverage 0.014219 99 MaritalStatus AssetUsage 0.014233 142 ResidenceCompanyCity numofassetunit 0.014316 997 Bidang_usaha AssetType 0.014354 1259 CreditScoreSchemeID AssetType 0.014385 181 HomeCompanyStatus ProductType 0.014405 1162 Autoapprovalresult DPPercentage 0.014447 59 Gender GroupProductId 0.014497 392 Wayofpayment jmltunggakanpokok 0.014528 13 PersonalType applicationsource 0.014549 913 numofassetunit InstallmentScheme 0.014554 507 UsedNew Creditscore 0.014583 617 PurposeOfFinancingID flagbad 0.014663 2067 jenispinjaman jmltunggakanhari 0.014667 454 ProductType Pendapatan 0.014706 412 IsSyariah AssetUsage 0.014766 498 UsedNew AssetUsage 0.014784 42 PersonalType jmltunggakanpokok 0.014861 1172 Autoapprovalresult isKPM 0.014916 1860 FlagMerkPopular jmltunggakanpokok 0.015177 209 HomeCompanyStatus isKPM 0.015273 704 FirstInstallment FlagNegCust 0.015285 908 numofassetunit AutoApprovalFailed 0.015321 644 applicationsource isoveride 0.015344 204 HomeCompanyStatus SupplierAssetStatus 0.015379 912 numofassetunit CAMOSObligorExposure 0.015426 494 UsedNew PurposeOfFinancingID 0.015438 426 IsSyariah SupplierAssetStatus 0.015572 472 ProductType AssetType 0.015589 179 HomeCompanyStatus Wayofpayment 0.015648 890 NTFIDR isKPM 0.016281 305 Pekerjaan jmltunggakanpokok 0.016361 427 IsSyariah InstallmentScheme 0.016387 1122 CreditScoringResult SupplierAssetStatus 0.016413 754 AssetCategory jmltunggakanhari 0.016460 1813 AssetCategoryId jmltunggakanhari 0.016460 94 MaritalStatus IsSyariah 0.016482 653 applicationsource InstallmentScheme 0.016588 939 Pendapatan CreditScoreSchemeID 0.016687 505 UsedNew CreditScoringResult 0.016738 524 UsedNew jmltunggakanpokok 0.016790 1265 CreditScoreSchemeID jmltunggakanpokok 0.016967 422 IsSyariah DPPercentage 0.016981 1765 AssetType FlagRO 0.017157 432 IsSyariah flagbad 0.017503 1991 Jenis_KPM flagbad 0.017799 652 applicationsource CAMOSObligorExposure 0.017810 702 FirstInstallment Jenis_KPM 0.017815 234 CompanyCity numofassetunit 0.018053 845 MainCoverage FlagNegCust 0.018094 187 HomeCompanyStatus MainCoverage 0.018116 826 MainCoverage Creditscore 0.018207 1952 isKPM flagbad 0.018241 75 Gender SektorEkonomi 0.018294 506 UsedNew Autoapprovalresult 0.018315 2068 jenispinjaman FlagNegCust 0.018754 587 PurposeOfFinancingID applicationsource 0.019048 26 PersonalType CreditScoreSchemeID 0.019189 186 HomeCompanyStatus AssetUsage 0.019212 1213 Creditscore FlagMerkPopular 0.019300 44 PersonalType FlagNegCust 0.019384 1763 AssetType FlagMerkPopular 0.019524 949 Pendapatan InstallmentScheme 0.019578 1701 CAMOSObligorExposure flagbad 0.019856 318 Pendidikan Wayofpayment 0.019973 2165 FlagRO flagbad 0.020050 274 Pekerjaan GroupProductId 0.020137 1048 flagImpact FlagNegCust 0.020272 867 NTFIDR numofassetunit 0.020331 1691 CAMOSObligorExposure AssetType 0.020358 58 Gender UsedNew 0.020360 1651 SupplierAssetStatus jmltunggakanpokok 0.020500 1003 Bidang_usaha jmltunggakanpokok 0.020517 1089 flagImpactHL FlagNegCust 0.020531 1315 isoveride FlagNegCust 0.020625 394 Wayofpayment FlagNegCust 0.020756 208 HomeCompanyStatus MadeIn 0.020829 167 ResidenceCompanyCity jmltunggakanhari 0.020906 196 HomeCompanyStatus CreditScoreSchemeID 0.020983 183 HomeCompanyStatus applicationsource 0.021047 660 applicationsource FlagRO 0.021070 419 IsSyariah isoveride 0.021499 319 Pendidikan IsSyariah 0.021526 57 Gender ProductType 0.021748 106 MaritalStatus Autoapprovalresult 0.021772 322 Pendidikan applicationsource 0.021871 886 NTFIDR AssetType 0.021893 1221 Creditscore flagbad 0.022055 557 GroupProductId DPPercentage 0.022141 294 Pekerjaan SektorEkonomi 0.022239 512 UsedNew DPPercentage 0.022280 955 Pendapatan jmltunggakanpokok 0.022693 95 MaritalStatus ProductType 0.022810 2021 jmltunggakanpokok FlagRO 0.022900 1910 MadeIn jmltunggakanpokok 0.022936 1644 SupplierAssetStatus InstallmentScheme 0.023036 885 NTFIDR InstallmentScheme 0.023204 1500 SektorEkonomi jmltunggakanpokok 0.023346 207 HomeCompanyStatus FlagMerkPopular 0.023431 1267 CreditScoreSchemeID FlagNegCust 0.023459 1650 SupplierAssetStatus Jenis_KPM 0.023754 522 UsedNew isKPM 0.023941 112 MaritalStatus DPPercentage 0.024127 612 PurposeOfFinancingID isKPM 0.024139 259 CompanyCity jmltunggakanhari 0.024218 647 applicationsource DPPercentage 0.024234 523 UsedNew Jenis_KPM 0.024359 456 ProductType flagImpact 0.024381 61 Gender FirstInstallment 0.024546 108 MaritalStatus CreditScoreSchemeID 0.024626 778 AssetUsage numofassetunit 0.024650 1858 FlagMerkPopular isKPM 0.024775 935 Pendapatan flagImpact 0.024812 936 Pendapatan flagImpactHL 0.024812 493 UsedNew GroupProductId 0.025008 367 Wayofpayment AssetUsage 0.025025 613 PurposeOfFinancingID Jenis_KPM 0.025105 800 AssetUsage FlagRO 0.025151 780 AssetUsage flagImpact 0.025152 457 ProductType flagImpactHL 0.025176 1416 AutoApprovalFailed jmltunggakanhari 0.025209 608 PurposeOfFinancingID InstallmentScheme 0.025216 509 UsedNew isoveride 0.025243 561 GroupProductId SupplierAssetStatus 0.025296 100 MaritalStatus NTFIDR 0.025327 781 AssetUsage flagImpactHL 0.025329 572 GroupProductId flagbad 0.025399 78 Gender SupplierAssetStatus 0.025414 525 UsedNew jenispinjaman 0.025518 347 Pendidikan MadeIn 0.025556 364 Wayofpayment applicationsource 0.025719 544 GroupProductId NTFIDR 0.025750 409 IsSyariah applicationsource 0.026065 115 MaritalStatus CAMOSObligorExposure 0.026090 1030 flagImpact CreditScoreSchemeID 0.026149 596 PurposeOfFinancingID CreditScoringResult 0.026283 344 Pendidikan InstallmentScheme 0.026381 518 UsedNew InstallmentScheme 0.026440 1740 InstallmentScheme MadeIn 0.026474 1071 flagImpactHL CreditScoreSchemeID 0.026769 938 Pendapatan Autoapprovalresult 0.026944 635 applicationsource NTFIDR 0.026951 189 HomeCompanyStatus Pendapatan 0.027066 937 Pendapatan CreditScoringResult 0.027085 1031 flagImpact isoveride 0.027184 60 Gender PurposeOfFinancingID 0.027220 1316 isoveride FlagRO 0.027263 1072 flagImpactHL isoveride 0.027318 1452 DPPercentage SupplierAssetStatus 0.027338 343 Pendidikan CAMOSObligorExposure 0.027398 291 Pekerjaan ProductOffering 0.027599 320 Pendidikan ProductType 0.027635 335 Pendidikan CreditScoreSchemeID 0.027875 1695 CAMOSObligorExposure isKPM 0.027876 107 MaritalStatus Creditscore 0.027892 656 applicationsource MadeIn 0.028046 361 Wayofpayment UsedNew 0.028429 328 Pendidikan Pendapatan 0.028457 700 FirstInstallment FlagMerkPopular 0.028474 205 HomeCompanyStatus CAMOSObligorExposure 0.028602 1046 flagImpact Jenis_KPM 0.028935 2020 jmltunggakanpokok FlagNegCust 0.028987 326 Pendidikan MainCoverage 0.029050 1087 flagImpactHL Jenis_KPM 0.029160 55 Gender Wayofpayment 0.029217 1045 flagImpact isKPM 0.029237 105 MaritalStatus CreditScoringResult 0.029242 562 GroupProductId CAMOSObligorExposure 0.029366 194 HomeCompanyStatus Autoapprovalresult 0.029381 1086 flagImpactHL isKPM 0.029382 11 PersonalType GroupProductId 0.029413 953 Pendapatan isKPM 0.029422 546 GroupProductId Pendapatan 0.029495 471 ProductType InstallmentScheme 0.029496 1696 CAMOSObligorExposure Jenis_KPM 0.029555 79 Gender CAMOSObligorExposure 0.029577 41 PersonalType Jenis_KPM 0.029816 121 MaritalStatus flagbad 0.029955 36 PersonalType InstallmentScheme 0.029963 548 GroupProductId flagImpact 0.030049 197 HomeCompanyStatus isoveride 0.030226 892 NTFIDR jmltunggakanpokok 0.030255 597 PurposeOfFinancingID Autoapprovalresult 0.030272 940 Pendapatan isoveride 0.030272 991 Bidang_usaha SektorEkonomi 0.030282 1034 flagImpact DPPercentage 0.030396 1075 flagImpactHL DPPercentage 0.030396 549 GroupProductId flagImpactHL 0.030590 751 AssetCategory Jenis_KPM 0.030926 1810 AssetCategoryId Jenis_KPM 0.030927 1989 Jenis_KPM jenispinjaman 0.031045 24 PersonalType Autoapprovalresult 0.031194 97 MaritalStatus FirstInstallment 0.031257 68 Gender flagImpact 0.031393 480 ProductType jmltunggakanhari 0.031406 63 Gender AssetUsage 0.031443 593 PurposeOfFinancingID numofassetunit 0.031455 793 AssetUsage CAMOSObligorExposure 0.031465 69 Gender flagImpactHL 0.031512 1216 Creditscore Jenis_KPM 0.031614 1006 Bidang_usaha FlagNegCust 0.031744 847 MainCoverage flagbad 0.031757 1210 Creditscore CAMOSObligorExposure 0.031932 642 applicationsource Creditscore 0.031978 430 IsSyariah MadeIn 0.032168 165 ResidenceCompanyCity jmltunggakanpokok 0.032249 333 Pendidikan Autoapprovalresult 0.032274 794 AssetUsage InstallmentScheme 0.032500 1205 Creditscore DPPercentage 0.032514 1257 CreditScoreSchemeID CAMOSObligorExposure 0.032542 71 Gender Creditscore 0.032553 470 ProductType CAMOSObligorExposure 0.032670 1040 flagImpact InstallmentScheme 0.032705 1081 flagImpactHL InstallmentScheme 0.032905 213 HomeCompanyStatus flagbad 0.032954 93 MaritalStatus Pendidikan 0.033030 594 PurposeOfFinancingID Pendapatan 0.033104 109 MaritalStatus isoveride 0.033147 178 HomeCompanyStatus Pendidikan 0.033544 1649 SupplierAssetStatus isKPM 0.033730 1914 MadeIn flagbad 0.034121 307 Pekerjaan FlagNegCust 0.034122 481 ProductType FlagNegCust 0.034325 1215 Creditscore isKPM 0.034341 1652 SupplierAssetStatus jenispinjaman 0.034356 414 IsSyariah Bidang_usaha 0.034416 359 Wayofpayment IsSyariah 0.034519 302 Pekerjaan MadeIn 0.034693 1862 FlagMerkPopular FlagNegCust 0.034706 257 CompanyCity jmltunggakanpokok 0.034736 954 Pendapatan Jenis_KPM 0.034763 570 GroupProductId jenispinjaman 0.034783 1908 MadeIn isKPM 0.034784 1653 SupplierAssetStatus FlagNegCust 0.034906 66 Gender Pendapatan 0.035059 1456 DPPercentage MadeIn 0.035257 1000 Bidang_usaha MadeIn 0.035340 547 GroupProductId Bidang_usaha 0.035566 654 applicationsource AssetCategoryId 0.035573 632 applicationsource AssetCategory 0.035574 1739 InstallmentScheme FlagMerkPopular 0.035636 1859 FlagMerkPopular Jenis_KPM 0.036139 843 MainCoverage Jenis_KPM 0.036167 592 PurposeOfFinancingID NTFIDR 0.036179 828 MainCoverage isoveride 0.036321 1697 CAMOSObligorExposure jmltunggakanpokok 0.036453 386 Wayofpayment InstallmentScheme 0.036554 168 ResidenceCompanyCity FlagNegCust 0.036937 697 FirstInstallment CAMOSObligorExposure 0.036972 1909 MadeIn Jenis_KPM 0.037122 201 HomeCompanyStatus SektorEkonomi 0.037123 1209 Creditscore SupplierAssetStatus 0.037194 750 AssetCategory isKPM 0.037458 1809 AssetCategoryId isKPM 0.037458 1084 flagImpactHL FlagMerkPopular 0.037524 1043 flagImpact FlagMerkPopular 0.037524 1911 MadeIn jenispinjaman 0.037545 566 GroupProductId FlagMerkPopular 0.037707 30 PersonalType DPPercentage 0.037734 526 UsedNew FlagNegCust 0.038234 1365 ProductOffering jmltunggakanhari 0.038323 1495 SektorEkonomi InstallmentScheme 0.038326 254 CompanyCity MadeIn 0.038769 614 PurposeOfFinancingID jenispinjaman 0.038900 1307 isoveride InstallmentScheme 0.039071 299 Pekerjaan InstallmentScheme 0.039600 1811 AssetCategoryId jmltunggakanpokok 0.039720 752 AssetCategory jmltunggakanpokok 0.039722 334 Pendidikan Creditscore 0.039989 788 AssetUsage DPPercentage 0.040039 82 Gender MadeIn 0.040091 10 PersonalType UsedNew 0.040394 193 HomeCompanyStatus CreditScoringResult 0.040480 338 Pendidikan AutoApprovalFailed 0.040659 363 Wayofpayment PurposeOfFinancingID 0.040780 27 PersonalType isoveride 0.041064 46 PersonalType flagbad 0.041384 40 PersonalType isKPM 0.041445 681 FirstInstallment Pendapatan 0.041941 83 Gender jenispinjaman 0.042061 349 Pendidikan FlagRO 0.042331 304 Pekerjaan Jenis_KPM 0.042538 1950 isKPM jenispinjaman 0.042582 483 ProductType flagbad 0.042610 1742 InstallmentScheme FlagRO 0.042615 797 AssetUsage MadeIn 0.042851 411 IsSyariah AssetCategory 0.042986 428 IsSyariah AssetCategoryId 0.042989 1864 FlagMerkPopular flagbad 0.043524 184 HomeCompanyStatus FirstInstallment 0.043527 540 GroupProductId FirstInstallment 0.043569 1951 isKPM FlagRO 0.043738 957 Pendapatan FlagNegCust 0.043973 891 NTFIDR Jenis_KPM 0.044270 98 MaritalStatus AssetCategory 0.044482 116 MaritalStatus AssetCategoryId 0.044499 321 Pendidikan PurposeOfFinancingID 0.044528 410 IsSyariah FirstInstallment 0.044529 370 Wayofpayment numofassetunit 0.044597 1990 Jenis_KPM FlagRO 0.044609 551 GroupProductId Autoapprovalresult 0.044779 542 GroupProductId AssetUsage 0.044863 271 Pekerjaan IsSyariah 0.044997 336 Pendidikan isoveride 0.045049 332 Pendidikan CreditScoringResult 0.045114 571 GroupProductId FlagRO 0.045149 211 HomeCompanyStatus jenispinjaman 0.045349 23 PersonalType CreditScoringResult 0.045689 110 MaritalStatus ProductOffering 0.045711 755 AssetCategory FlagNegCust 0.046015 1814 AssetCategoryId FlagNegCust 0.046017 1309 isoveride FlagMerkPopular 0.046021 206 HomeCompanyStatus AssetCategoryId 0.046035 185 HomeCompanyStatus AssetCategory 0.046040 1861 FlagMerkPopular jenispinjaman 0.046165 503 UsedNew flagImpact 0.046450 504 UsedNew flagImpactHL 0.046569 377 Wayofpayment isoveride 0.046697 81 Gender FlagMerkPopular 0.047045 303 Pekerjaan isKPM 0.047162 1698 CAMOSObligorExposure jenispinjaman 0.047165 119 MaritalStatus jenispinjaman 0.047339 2019 jmltunggakanpokok jenispinjaman 0.047521 1741 InstallmentScheme jenispinjaman 0.047564 1312 isoveride Jenis_KPM 0.047803 324 Pendidikan AssetCategory 0.048262 345 Pendidikan AssetCategoryId 0.048262 1306 isoveride CAMOSObligorExposure 0.048663 455 ProductType Bidang_usaha 0.048728 508 UsedNew CreditScoreSchemeID 0.048788 820 MainCoverage Pendapatan 0.048791 956 Pendapatan jenispinjaman 0.048995 350 Pendidikan flagbad 0.049149 9 PersonalType ProductType 0.049403 998 Bidang_usaha AssetCategoryId 0.049427 729 AssetCategory Bidang_usaha 0.049431 348 Pendidikan jenispinjaman 0.049661 1311 isoveride isKPM 0.049735 195 HomeCompanyStatus Creditscore 0.049770 798 AssetUsage jenispinjaman 0.049959 34 PersonalType SupplierAssetStatus 0.050098 39 PersonalType MadeIn 0.050314 278 Pekerjaan AssetCategory 0.051311 300 Pekerjaan AssetCategoryId 0.051314 1168 Autoapprovalresult InstallmentScheme 0.051329 984 Bidang_usaha Autoapprovalresult 0.051420 276 Pekerjaan applicationsource 0.051522 501 UsedNew Pendapatan 0.052064 372 Wayofpayment Bidang_usaha 0.052135 637 applicationsource Bidang_usaha 0.052297 944 Pendapatan SektorEkonomi 0.052521 598 PurposeOfFinancingID Creditscore 0.052560 1912 MadeIn FlagNegCust 0.052618 689 FirstInstallment isoveride 0.052787 346 Pendidikan FlagMerkPopular 0.052952 413 IsSyariah MainCoverage 0.053032 777 AssetUsage NTFIDR 0.053195 8 PersonalType Wayofpayment 0.053340 384 Wayofpayment SupplierAssetStatus 0.053409 272 Pekerjaan ProductType 0.053420 996 Bidang_usaha InstallmentScheme 0.053627 554 GroupProductId isoveride 0.053886 327 Pendidikan NTFIDR 0.053951 2070 jenispinjaman flagbad 0.054035 1002 Bidang_usaha Jenis_KPM 0.054190 273 Pekerjaan UsedNew 0.054365 842 MainCoverage isKPM 0.054374 1305 isoveride SupplierAssetStatus 0.054521 631 applicationsource FirstInstallment 0.054618 2 PersonalType MaritalStatus 0.054915 198 HomeCompanyStatus ProductOffering 0.055709 162 ResidenceCompanyCity MadeIn 0.055727 91 MaritalStatus CompanyCity 0.055822 111 MaritalStatus AutoApprovalFailed 0.056158 1132 CreditScoringResult flagbad 0.056378 375 Wayofpayment Creditscore 0.056749 986 Bidang_usaha 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PurposeOfFinancingID 0.085375 373 Wayofpayment CreditScoringResult 0.085552 476 ProductType isKPM 0.085709 160 ResidenceCompanyCity AssetCategoryId 0.085711 138 ResidenceCompanyCity AssetCategory 0.085712 832 MainCoverage SektorEkonomi 0.088003 951 Pendapatan FlagMerkPopular 0.088077 62 Gender AssetCategory 0.088184 80 Gender AssetCategoryId 0.088202 418 IsSyariah CreditScoreSchemeID 0.088535 200 HomeCompanyStatus DPPercentage 0.089251 1262 CreditScoreSchemeID MadeIn 0.089290 50 Gender ResidenceCompanyCity 0.089886 495 UsedNew applicationsource 0.090090 567 GroupProductId MadeIn 0.090107 4 PersonalType HomeCompanyStatus 0.090190 556 GroupProductId AutoApprovalFailed 0.090505 517 UsedNew CAMOSObligorExposure 0.091378 290 Pekerjaan isoveride 0.091526 846 MainCoverage FlagRO 0.091547 1419 AutoApprovalFailed flagbad 0.091846 824 MainCoverage CreditScoringResult 0.092156 1453 DPPercentage InstallmentScheme 0.092258 1497 SektorEkonomi AssetCategoryId 0.092745 740 AssetCategory SektorEkonomi 0.092747 152 ResidenceCompanyCity ProductOffering 0.092959 1131 CreditScoringResult FlagRO 0.092968 1044 flagImpact MadeIn 0.093202 251 CompanyCity InstallmentScheme 0.093218 994 Bidang_usaha SupplierAssetStatus 0.093308 92 MaritalStatus Pekerjaan 0.093481 1085 flagImpactHL MadeIn 0.093588 1176 Autoapprovalresult FlagRO 0.094005 1499 SektorEkonomi MadeIn 0.095476 776 AssetUsage MainCoverage 0.095760 360 Wayofpayment ProductType 0.096517 133 ResidenceCompanyCity UsedNew 0.096819 1402 AutoApprovalFailed SektorEkonomi 0.097014 701 FirstInstallment MadeIn 0.097113 784 AssetUsage CreditScoreSchemeID 0.097420 306 Pekerjaan jenispinjaman 0.097534 220 CompanyCity Pekerjaan 0.097913 785 AssetUsage isoveride 0.098078 1409 AutoApprovalFailed AssetCategoryId 0.098102 738 AssetCategory AutoApprovalFailed 0.098102 541 GroupProductId AssetCategory 0.098417 565 GroupProductId AssetCategoryId 0.098417 235 CompanyCity Pendapatan 0.098882 159 ResidenceCompanyCity InstallmentScheme 0.098931 286 Pekerjaan CreditScoringResult 0.098941 520 UsedNew FlagMerkPopular 0.099019 603 PurposeOfFinancingID SektorEkonomi 0.099668 840 MainCoverage FlagMerkPopular 0.100221 500 UsedNew NTFIDR 0.100385 844 MainCoverage jenispinjaman 0.102522 1214 Creditscore MadeIn 0.102667 1454 DPPercentage AssetCategoryId 0.102811 739 AssetCategory DPPercentage 0.102813 465 ProductType DPPercentage 0.103205 1449 DPPercentage SektorEkonomi 0.103659 999 Bidang_usaha FlagMerkPopular 0.104593 513 UsedNew SektorEkonomi 0.104722 893 NTFIDR jenispinjaman 0.104847 1505 SektorEkonomi flagbad 0.105065 298 Pekerjaan CAMOSObligorExposure 0.105319 325 Pendidikan AssetUsage 0.106181 1504 SektorEkonomi FlagRO 0.106228 288 Pekerjaan Creditscore 0.106303 703 FirstInstallment jenispinjaman 0.106592 682 FirstInstallment Bidang_usaha 0.106773 52 Gender CompanyCity 0.106947 176 HomeCompanyStatus CompanyCity 0.107622 872 NTFIDR CreditScoringResult 0.108212 502 UsedNew Bidang_usaha 0.108703 543 GroupProductId MainCoverage 0.108836 1460 DPPercentage flagbad 0.108940 1301 isoveride DPPercentage 0.109126 705 FirstInstallment FlagRO 0.109148 252 CompanyCity AssetCategoryId 0.109334 230 CompanyCity AssetCategory 0.109335 947 Pendapatan SupplierAssetStatus 0.109389 1863 FlagMerkPopular FlagRO 0.109519 499 UsedNew MainCoverage 0.109604 280 Pekerjaan MainCoverage 0.110142 779 AssetUsage Bidang_usaha 0.110566 873 NTFIDR Autoapprovalresult 0.110633 679 FirstInstallment AssetUsage 0.110793 77 Gender SupplierName 0.110996 376 Wayofpayment CreditScoreSchemeID 0.111292 934 Pendapatan Bidang_usaha 0.112050 1412 AutoApprovalFailed isKPM 0.112088 1647 SupplierAssetStatus FlagMerkPopular 0.112391 76 Gender SupplierId 0.112679 177 HomeCompanyStatus Pekerjaan 0.113109 16 PersonalType AssetUsage 0.113565 143 ResidenceCompanyCity Pendapatan 0.114132 144 ResidenceCompanyCity Bidang_usaha 0.114174 221 CompanyCity Pendidikan 0.114743 1263 CreditScoreSchemeID isKPM 0.115029 279 Pekerjaan AssetUsage 0.116297 822 MainCoverage flagImpact 0.116348 823 MainCoverage flagImpactHL 0.116404 990 Bidang_usaha DPPercentage 0.117157 1253 CreditScoreSchemeID SektorEkonomi 0.117169 2117 FlagNegCust FlagRO 0.117175 1033 flagImpact AutoApprovalFailed 0.117709 129 ResidenceCompanyCity Pendidikan 0.117949 1074 flagImpactHL AutoApprovalFailed 0.118431 692 FirstInstallment DPPercentage 0.118582 611 PurposeOfFinancingID MadeIn 0.118999 1169 Autoapprovalresult AssetCategoryId 0.119295 733 AssetCategory Autoapprovalresult 0.119316 1126 CreditScoringResult MadeIn 0.119484 135 ResidenceCompanyCity PurposeOfFinancingID 0.119943 240 CompanyCity Autoapprovalresult 0.120250 646 applicationsource AutoApprovalFailed 0.120573 466 ProductType SektorEkonomi 0.120780 249 CompanyCity SupplierAssetStatus 0.121867 880 NTFIDR SektorEkonomi 0.122004 687 FirstInstallment Creditscore 0.122179 821 MainCoverage Bidang_usaha 0.122611 482 ProductType FlagRO 0.123057 958 Pendapatan FlagRO 0.123430 1693 CAMOSObligorExposure FlagMerkPopular 0.124130 680 FirstInstallment NTFIDR 0.124891 277 Pekerjaan FirstInstallment 0.124924 1366 ProductOffering FlagNegCust 0.125351 1913 MadeIn FlagRO 0.125628 38 PersonalType FlagMerkPopular 0.126452 341 Pendidikan SupplierName 0.126724 203 HomeCompanyStatus SupplierName 0.127010 126 ResidenceCompanyCity HomeCompanyStatus 0.127508 236 CompanyCity Bidang_usaha 0.128032 950 Pendapatan AssetCategoryId 0.128258 728 AssetCategory Pendapatan 0.128261 1252 CreditScoreSchemeID DPPercentage 0.128317 1648 SupplierAssetStatus MadeIn 0.128385 148 ResidenceCompanyCity Autoapprovalresult 0.129503 226 CompanyCity GroupProductId 0.129567 301 Pekerjaan FlagMerkPopular 0.130277 1049 flagImpact FlagRO 0.131040 1090 flagImpactHL FlagRO 0.131083 260 CompanyCity FlagRO 0.132406 869 NTFIDR Bidang_usaha 0.132488 202 HomeCompanyStatus SupplierId 0.132494 870 NTFIDR flagImpact 0.132664 871 NTFIDR flagImpactHL 0.132664 1646 SupplierAssetStatus AssetCategoryId 0.132698 743 AssetCategory SupplierAssetStatus 0.132703 340 Pendidikan SupplierId 0.132970 942 Pendapatan AutoApprovalFailed 0.133032 256 CompanyCity Jenis_KPM 0.133343 242 CompanyCity CreditScoreSchemeID 0.133448 993 Bidang_usaha SupplierName 0.133475 150 ResidenceCompanyCity CreditScoreSchemeID 0.133980 685 FirstInstallment CreditScoringResult 0.135138 282 Pekerjaan Pendapatan 0.135714 157 ResidenceCompanyCity SupplierAssetStatus 0.136593 1206 Creditscore SektorEkonomi 0.136730 952 Pendapatan MadeIn 0.136997 1738 InstallmentScheme AssetCategoryId 0.137281 745 AssetCategory InstallmentScheme 0.137283 19 PersonalType Pendapatan 0.137348 245 CompanyCity AutoApprovalFailed 0.137474 879 NTFIDR DPPercentage 0.137529 1407 AutoApprovalFailed InstallmentScheme 0.137661 243 CompanyCity isoveride 0.138045 222 CompanyCity Wayofpayment 0.138175 831 MainCoverage DPPercentage 0.138469 369 Wayofpayment NTFIDR 0.138798 1363 ProductOffering jmltunggakanpokok 0.139929 992 Bidang_usaha SupplierId 0.140200 43 PersonalType jenispinjaman 0.141137 15 PersonalType AssetCategory 0.141605 37 PersonalType AssetCategoryId 0.141608 151 ResidenceCompanyCity isoveride 0.142622 246 CompanyCity DPPercentage 0.142914 1007 Bidang_usaha FlagRO 0.143688 451 ProductType MainCoverage 0.144123 154 ResidenceCompanyCity DPPercentage 0.145724 2069 jenispinjaman FlagRO 0.145757 1032 flagImpact ProductOffering 0.145919 686 FirstInstallment Autoapprovalresult 0.146171 329 Pendidikan Bidang_usaha 0.146335 224 CompanyCity ProductType 0.146402 1260 CreditScoreSchemeID AssetCategoryId 0.146952 735 AssetCategory CreditScoreSchemeID 0.146957 239 CompanyCity CreditScoringResult 0.146959 233 CompanyCity NTFIDR 0.147842 479 ProductType jenispinjaman 0.148686 145 ResidenceCompanyCity flagImpact 0.149497 330 Pendidikan flagImpact 0.150716 331 Pendidikan flagImpactHL 0.150911 227 CompanyCity PurposeOfFinancingID 0.151164 134 ResidenceCompanyCity GroupProductId 0.151190 941 Pendapatan ProductOffering 0.151645 539 GroupProductId applicationsource 0.151675 130 ResidenceCompanyCity Wayofpayment 0.151988 292 Pekerjaan AutoApprovalFailed 0.152534 1351 ProductOffering SektorEkonomi 0.152677 241 CompanyCity Creditscore 0.152863 18 PersonalType NTFIDR 0.153840 147 ResidenceCompanyCity CreditScoringResult 0.154213 1743 InstallmentScheme flagbad 0.155415 169 ResidenceCompanyCity FlagRO 0.155597 379 Wayofpayment AutoApprovalFailed 0.155682 827 MainCoverage CreditScoreSchemeID 0.156243 132 ResidenceCompanyCity ProductType 0.156620 527 UsedNew FlagRO 0.156694 149 ResidenceCompanyCity Creditscore 0.157425 452 ProductType NTFIDR 0.158636 1314 isoveride jenispinjaman 0.159162 1502 SektorEkonomi jmltunggakanhari 0.159878 146 ResidenceCompanyCity flagImpactHL 0.160404 258 CompanyCity jenispinjaman 0.160580 28 PersonalType ProductOffering 0.160697 153 ResidenceCompanyCity AutoApprovalFailed 0.161751 1125 CreditScoringResult AssetCategoryId 0.162754 732 AssetCategory CreditScoringResult 0.162784 1163 Autoapprovalresult SektorEkonomi 0.164042 706 FirstInstallment flagbad 0.164068 45 PersonalType FlagRO 0.164228 1654 SupplierAssetStatus FlagRO 0.164575 421 IsSyariah AutoApprovalFailed 0.164621 1643 SupplierAssetStatus CAMOSObligorExposure 0.165822 1073 flagImpactHL ProductOffering 0.167116 497 UsedNew AssetCategory 0.167487 519 UsedNew AssetCategoryId 0.167491 1308 isoveride AssetCategoryId 0.168410 736 AssetCategory isoveride 0.168410 281 Pekerjaan NTFIDR 0.168560 166 ResidenceCompanyCity jenispinjaman 0.168782 1042 flagImpact AssetCategoryId 0.169339 730 AssetCategory flagImpact 0.169354 308 Pekerjaan FlagRO 0.169573 3 PersonalType ResidenceCompanyCity 0.169641 237 CompanyCity flagImpact 0.169702 1083 flagImpactHL AssetCategoryId 0.169706 731 AssetCategory flagImpactHL 0.169721 164 ResidenceCompanyCity Jenis_KPM 0.169875 1815 AssetCategoryId FlagRO 0.170052 756 AssetCategory FlagRO 0.170072 875 NTFIDR CreditScoreSchemeID 0.171134 787 AssetUsage AutoApprovalFailed 0.171784 727 AssetCategory numofassetunit 0.172737 914 numofassetunit AssetCategoryId 0.172737 658 applicationsource Jenis_KPM 0.173307 21 PersonalType flagImpact 0.174502 22 PersonalType flagImpactHL 0.174539 228 CompanyCity applicationsource 0.175025 602 PurposeOfFinancingID AutoApprovalFailed 0.175260 293 Pekerjaan DPPercentage 0.175551 1737 InstallmentScheme AssetType 0.176773 255 CompanyCity isKPM 0.177532 391 Wayofpayment Jenis_KPM 0.177617 1492 SektorEkonomi SupplierName 0.179366 253 CompanyCity FlagMerkPopular 0.180348 459 ProductType Autoapprovalresult 0.180831 895 NTFIDR FlagRO 0.181048 161 ResidenceCompanyCity FlagMerkPopular 0.182026 995 Bidang_usaha CAMOSObligorExposure 0.183001 238 CompanyCity flagImpactHL 0.183078 1491 SektorEkonomi SupplierId 0.185506 1694 CAMOSObligorExposure MadeIn 0.186440 744 AssetCategory CAMOSObligorExposure 0.186748 1692 CAMOSObligorExposure AssetCategoryId 0.186749 269 Pekerjaan Pendidikan 0.186850 90 MaritalStatus HomeCompanyStatus 0.187369 362 Wayofpayment GroupProductId 0.188667 141 ResidenceCompanyCity NTFIDR 0.188847 136 ResidenceCompanyCity applicationsource 0.189674 170 ResidenceCompanyCity flagbad 0.190440 1602 SupplierName jmltunggakanpokok 0.190712 521 UsedNew MadeIn 0.190845 261 CompanyCity flagbad 0.192121 5 PersonalType CompanyCity 0.192872 1211 Creditscore InstallmentScheme 0.192978 1266 CreditScoreSchemeID jenispinjaman 0.193853 1603 SupplierName jenispinjaman 0.195557 1551 SupplierId jmltunggakanpokok 0.195960 283 Pekerjaan Bidang_usaha 0.197107 33 PersonalType SupplierName 0.197431 1302 isoveride SektorEkonomi 0.197656 1601 SupplierName Jenis_KPM 0.197762 53 Gender Pekerjaan 0.199579 1550 SupplierId Jenis_KPM 0.200004 1552 SupplierId jenispinjaman 0.201188 1411 AutoApprovalFailed MadeIn 0.201505 1119 CreditScoringResult SektorEkonomi 0.202033 2118 FlagNegCust flagbad 0.202116 32 PersonalType SupplierId 0.202739 29 PersonalType AutoApprovalFailed 0.204637 248 CompanyCity SupplierName 0.207938 749 AssetCategory MadeIn 0.210098 1808 AssetCategoryId MadeIn 0.210101 698 FirstInstallment InstallmentScheme 0.210387 163 ResidenceCompanyCity isKPM 0.210407 67 Gender Bidang_usaha 0.210483 1451 DPPercentage SupplierName 0.212315 284 Pekerjaan flagImpact 0.212504 285 Pekerjaan flagImpactHL 0.214104 247 CompanyCity SupplierId 0.216926 1415 AutoApprovalFailed jenispinjaman 0.218435 1450 DPPercentage SupplierId 0.222635 458 ProductType CreditScoringResult 0.222666 1595 SupplierName InstallmentScheme 0.222767 1212 Creditscore AssetCategoryId 0.223297 734 AssetCategory Creditscore 0.223330 1037 flagImpact SupplierName 0.224058 1605 SupplierName FlagNegCust 0.224257 1554 SupplierId FlagNegCust 0.224709 1364 ProductOffering jenispinjaman 0.225043 837 MainCoverage InstallmentScheme 0.225332 558 GroupProductId SektorEkonomi 0.228160 1036 flagImpact SupplierId 0.228710 383 Wayofpayment SupplierName 0.228915 1544 SupplierId InstallmentScheme 0.229457 139 ResidenceCompanyCity AssetUsage 0.230147 883 NTFIDR SupplierAssetStatus 0.233532 868 NTFIDR Pendapatan 0.234140 1406 AutoApprovalFailed CAMOSObligorExposure 0.234935 1300 isoveride AutoApprovalFailed 0.236210 232 CompanyCity MainCoverage 0.236839 1600 SupplierName isKPM 0.237856 699 FirstInstallment AssetCategoryId 0.237958 678 FirstInstallment AssetCategory 0.237962 382 Wayofpayment SupplierId 0.238093 158 ResidenceCompanyCity CAMOSObligorExposure 0.239520 1368 ProductOffering flagbad 0.239819 1607 SupplierName flagbad 0.240263 948 Pendapatan CAMOSObligorExposure 0.240766 1549 SupplierId isKPM 0.241600 830 MainCoverage AutoApprovalFailed 0.243721 231 CompanyCity AssetUsage 0.245749 693 FirstInstallment SektorEkonomi 0.246071 49 Gender MaritalStatus 0.246660 645 applicationsource ProductOffering 0.247507 1165 Autoapprovalresult SupplierName 0.247583 464 ProductType AutoApprovalFailed 0.247871 1556 SupplierId flagbad 0.248159 473 ProductType AssetCategoryId 0.249069 449 ProductType AssetCategory 0.249071 1353 ProductOffering SupplierName 0.250467 1405 AutoApprovalFailed SupplierAssetStatus 0.250719 1164 Autoapprovalresult SupplierId 0.253755 657 applicationsource isKPM 0.254432 448 ProductType FirstInstallment 0.254570 1078 flagImpactHL SupplierName 0.255945 1175 Autoapprovalresult jenispinjaman 0.256082 1352 ProductOffering SupplierId 0.256202 223 CompanyCity IsSyariah 0.260087 1077 flagImpactHL SupplierId 0.263699 390 Wayofpayment isKPM 0.264725 140 ResidenceCompanyCity MainCoverage 0.266045 7 PersonalType Pendidikan 0.269019 156 ResidenceCompanyCity SupplierName 0.271788 888 NTFIDR FlagMerkPopular 0.273718 1158 Autoapprovalresult CreditScoreSchemeID 0.274615 1700 CAMOSObligorExposure FlagRO 0.276793 1367 ProductOffering FlagRO 0.277689 425 IsSyariah SupplierName 0.282730 131 ResidenceCompanyCity IsSyariah 0.282842 155 ResidenceCompanyCity SupplierId 0.284050 250 CompanyCity CAMOSObligorExposure 0.285009 691 FirstInstallment AutoApprovalFailed 0.285372 378 Wayofpayment ProductOffering 0.285765 1418 AutoApprovalFailed FlagRO 0.286012 474 ProductType FlagMerkPopular 0.286143 1410 AutoApprovalFailed FlagMerkPopular 0.287007 946 Pendapatan SupplierName 0.287367 469 ProductType SupplierAssetStatus 0.287885 945 Pendapatan SupplierId 0.289538 229 CompanyCity FirstInstallment 0.291786 884 NTFIDR CAMOSObligorExposure 0.292382 1606 SupplierName FlagRO 0.295022 424 IsSyariah SupplierId 0.295791 1404 AutoApprovalFailed SupplierName 0.296139 1555 SupplierId FlagRO 0.298072 1360 ProductOffering MadeIn 0.302754 1403 AutoApprovalFailed SupplierId 0.303180 1255 CreditScoreSchemeID SupplierName 0.306843 1304 isoveride SupplierName 0.307449 1355 ProductOffering CAMOSObligorExposure 0.308837 137 ResidenceCompanyCity FirstInstallment 0.309744 560 GroupProductId SupplierName 0.314228 199 HomeCompanyStatus AutoApprovalFailed 0.314441 559 GroupProductId SupplierId 0.315114 1303 isoveride SupplierId 0.316156 1254 CreditScoreSchemeID SupplierId 0.317512 1121 CreditScoringResult SupplierName 0.319059 1202 Creditscore isoveride 0.320186 909 numofassetunit SektorEkonomi 0.324425 1120 CreditScoringResult SupplierId 0.329077 725 AssetCategory MainCoverage 0.341047 839 MainCoverage AssetCategoryId 0.341057 650 applicationsource SupplierName 0.352146 1130 CreditScoringResult jenispinjaman 0.354382 1251 CreditScoreSchemeID AutoApprovalFailed 0.355869 1115 CreditScoringResult CreditScoreSchemeID 0.359811 444 ProductType UsedNew 0.360826 649 applicationsource SupplierId 0.366539 1249 CreditScoreSchemeID isoveride 0.380158 461 ProductType CreditScoreSchemeID 0.385404 1349 ProductOffering AutoApprovalFailed 0.386722 688 FirstInstallment CreditScoreSchemeID 0.401168 877 NTFIDR ProductOffering 0.405594 878 NTFIDR AutoApprovalFailed 0.407773 915 numofassetunit MadeIn 0.408239 1159 Autoapprovalresult isoveride 0.409169 1401 AutoApprovalFailed DPPercentage 0.409457 511 UsedNew AutoApprovalFailed 0.417912 695 FirstInstallment SupplierName 0.420950 605 PurposeOfFinancingID SupplierName 0.421966 462 ProductType isoveride 0.424935 1116 CreditScoringResult isoveride 0.425303 694 FirstInstallment SupplierId 0.431353 1208 Creditscore SupplierName 0.431842 604 PurposeOfFinancingID SupplierId 0.432605 1207 Creditscore SupplierId 0.444994 742 AssetCategory SupplierName 0.447485 1597 SupplierName AssetCategoryId 0.447486 741 AssetCategory SupplierId 0.453873 1546 SupplierId AssetCategoryId 0.453874 838 MainCoverage AssetType 0.455647 737 AssetCategory ProductOffering 0.461776 1358 ProductOffering AssetCategoryId 0.461776 610 PurposeOfFinancingID FlagMerkPopular 0.469964 545 GroupProductId numofassetunit 0.471394 1218 Creditscore jenispinjaman 0.471498 450 ProductType AssetUsage 0.475956 1594 SupplierName CAMOSObligorExposure 0.478415 1857 FlagMerkPopular MadeIn 0.480379 1543 SupplierId CAMOSObligorExposure 0.480433 791 AssetUsage SupplierName 0.485809 1160 Autoapprovalresult ProductOffering 0.486364 1350 ProductOffering DPPercentage 0.492057 790 AssetUsage SupplierId 0.492453 468 ProductType SupplierName 0.499100 467 ProductType SupplierId 0.503101 20 PersonalType Bidang_usaha 0.507554 834 MainCoverage SupplierName 0.512741 590 PurposeOfFinancingID AssetUsage 0.520606 833 MainCoverage SupplierId 0.521484 1299 isoveride ProductOffering 0.529895 887 NTFIDR AssetCategoryId 0.538495 726 AssetCategory NTFIDR 0.538503 1114 CreditScoringResult Creditscore 0.543681 796 AssetUsage FlagMerkPopular 0.546157 460 ProductType Creditscore 0.547717 981 Bidang_usaha flagImpact 0.548762 982 Bidang_usaha flagImpactHL 0.549239 1157 Autoapprovalresult Creditscore 0.561009 1161 Autoapprovalresult AutoApprovalFailed 0.582221 889 NTFIDR MadeIn 0.596401 589 PurposeOfFinancingID AssetCategory 0.600105 609 PurposeOfFinancingID AssetCategoryId 0.600106 1201 Creditscore CreditScoreSchemeID 0.602001 1354 ProductOffering SupplierAssetStatus 0.614986 829 MainCoverage ProductOffering 0.616052 1598 SupplierName FlagMerkPopular 0.630039 445 ProductType GroupProductId 0.632876 1547 SupplierId FlagMerkPopular 0.634445 1117 CreditScoringResult ProductOffering 0.657989 569 GroupProductId Jenis_KPM 0.658983 127 ResidenceCompanyCity CompanyCity 0.659491 446 ProductType PurposeOfFinancingID 0.659626 748 AssetCategory FlagMerkPopular 0.670148 1807 AssetCategoryId FlagMerkPopular 0.670149 1204 Creditscore AutoApprovalFailed 0.679473 882 NTFIDR SupplierName 0.682062 881 NTFIDR SupplierId 0.684469 1359 ProductOffering FlagMerkPopular 0.713204 1362 ProductOffering Jenis_KPM 0.715849 911 numofassetunit SupplierName 0.749996 910 numofassetunit SupplierId 0.749996 907 numofassetunit ProductOffering 0.763759 516 UsedNew SupplierAssetStatus 0.784129 6 PersonalType Pekerjaan 0.791722 1118 CreditScoringResult AutoApprovalFailed 0.812628 1356 ProductOffering InstallmentScheme 0.873153 1599 SupplierName MadeIn 0.874286 514 UsedNew SupplierId 0.877460 515 UsedNew SupplierName 0.878134 1548 SupplierId MadeIn 0.878981 1203 Creditscore ProductOffering 0.896970 786 AssetUsage ProductOffering 0.898134 1250 CreditScoreSchemeID ProductOffering 0.901405 795 AssetUsage AssetCategoryId 0.907127 724 AssetCategory AssetUsage 0.907127 463 ProductType ProductOffering 0.930393 1949 isKPM Jenis_KPM 0.936702 1545 SupplierId AssetType 0.952029 1596 SupplierName AssetType 0.953038 1113 CreditScoringResult Autoapprovalresult 0.981800 1593 SupplierName SupplierAssetStatus 0.981849 601 PurposeOfFinancingID ProductOffering 0.982492 407 IsSyariah GroupProductId 0.986135 690 FirstInstallment ProductOffering 0.989325 1542 SupplierId SupplierAssetStatus 0.991354 568 GroupProductId isKPM 0.993548 555 GroupProductId ProductOffering 0.996097 510 UsedNew ProductOffering 0.996371 1361 ProductOffering isKPM 0.996624 1357 ProductOffering AssetType 0.996680 405 IsSyariah ProductType 0.999009 420 IsSyariah ProductOffering 0.999015 1541 SupplierId SupplierName 0.999023 1762 AssetType AssetCategoryId 0.999941 746 AssetCategory AssetType 0.999941 747 AssetCategory AssetCategoryId 0.999989 1029 flagImpact flagImpactHL 1.000000
num_cols = ['IsSyariah','NTFIDR','numofassetunit','Pendapatan','flagImpactHL'
,'Creditscore','DPPercentage','CAMOSObligorExposure','FlagMerkPopular','jmltunggakanpokok','jmltunggakanhari']
cat_cols=['PersonalType', 'Gender', 'MaritalStatus', 'ResidenceCompanyCity',
'HomeCompanyStatus', 'CompanyCity', 'Pekerjaan', 'Pendidikan',
'Wayofpayment', 'ProductType', 'UsedNew', 'GroupProductId',
'PurposeOfFinancingID', 'applicationsource', 'FirstInstallment',
'AssetCategory', 'AssetUsage', 'MainCoverage',
'Bidang_usaha', 'flagImpact',
'CreditScoringResult', 'Autoapprovalresult',
'CreditScoreSchemeID', 'isoveride', 'ProductOffering',
'AutoApprovalFailed', 'SektorEkonomi', 'SupplierId',
'SupplierName', 'SupplierAssetStatus',
'InstallmentScheme', 'AssetType', 'AssetCategoryId',
'MadeIn', 'isKPM', 'Jenis_KPM',
'jenispinjaman', 'FlagNegCust',
'FlagRO']
for col in num_cols:
sns.boxplot(y = df['flagbad'].astype('category'), x = col, data=df)
plt.rcParams["figure.figsize"] = [8,8]
plt.show()
for col in cat_cols:
plt.subplots(figsize=(20,15))
sns.barplot(x=col,y="flagbad",data=df)
plt.show()
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\backends\backend_agg.py:240: RuntimeWarning: Glyph 9 missing from current font. font.set_text(s, 0.0, flags=flags) c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\backends\backend_agg.py:203: RuntimeWarning: Glyph 9 missing from current font. font.set_text(s, 0, flags=flags)
df_final=df.drop(['flagImpactHL',
'AssetType',
'AssetCategoryId',
'SupplierId',
'ProductOffering',
'IsSyariah',
'GroupProductId',
'SupplierName',
'Autoapprovalresult',
'Jenis_KPM',
'AssetCategory',
'CreditScoringResult',
'Pekerjaan',
'SupplierAssetStatus',
'PurposeOfFinancingID',
'CompanyCity',
'AssetCategoryName',
'numofassetunit'],axis=1)
df2=df_final.copy()
df2.dtypes
PersonalType object Gender object MaritalStatus object ResidenceCompanyCity object HomeCompanyStatus object Pendidikan object Wayofpayment object ProductType object UsedNew object applicationsource object FirstInstallment object AssetUsage object MainCoverage object NTFIDR float64 Pendapatan float64 Bidang_usaha object flagImpact object Creditscore float64 CreditScoreSchemeID object isoveride object AutoApprovalFailed object DPPercentage float64 SektorEkonomi object CAMOSObligorExposure float64 InstallmentScheme object FlagMerkPopular int64 MadeIn object isKPM object jmltunggakanpokok float64 jenispinjaman object jmltunggakanhari int64 FlagNegCust object FlagRO object flagbad int64 dtype: object
df_encoded=pd.get_dummies(df2, columns=['PersonalType', 'Gender', 'MaritalStatus', 'ResidenceCompanyCity',
'HomeCompanyStatus', 'Pendidikan',
'Wayofpayment', 'ProductType', 'UsedNew',
'applicationsource', 'FirstInstallment',
'AssetUsage', 'MainCoverage',
'Bidang_usaha', 'flagImpact',
'CreditScoreSchemeID', 'isoveride',
'AutoApprovalFailed', 'SektorEkonomi',
'InstallmentScheme',
'MadeIn', 'isKPM',
'jenispinjaman', 'FlagNegCust',
'FlagRO'])
print(df_encoded.shape)
df_encoded.columns
df_test=df[['Gender',
'MaritalStatus',
'HomeCompanyStatus',
'CompanyCity',
'Pekerjaan',
'Pendidikan',
'Wayofpayment',
'UsedNew',
'GroupProductId',
'applicationsource',
'FirstInstallment',
'AssetCategory',
'AssetUsage',
'MainCoverage',
'NTFIDR',
'numofassetunit',
'Pendapatan',
'Bidang_usaha',
'flagImpact',
'isoveride',
'AutoApprovalFailed',
'ProductOffering',
'DPPercentage',
'SektorEkonomi',
'SupplierId',
'SupplierAssetStatus',
'CAMOSObligorExposure',
'InstallmentScheme',
'AssetType',
'MadeIn',
'isKPM',
'jmltunggakanpokok',
'jenispinjaman',
'jmltunggakanhari',
'FlagNegCust',
'FlagRO',
'flagbad']]
df_encoded=pd.get_dummies(df_test, columns=[ 'Gender', 'MaritalStatus',
'HomeCompanyStatus', 'CompanyCity', 'Pekerjaan', 'Pendidikan',
'Wayofpayment', 'UsedNew', 'GroupProductId',
'applicationsource', 'FirstInstallment',
'AssetCategory', 'AssetUsage', 'MainCoverage',
'Bidang_usaha', 'flagImpact',
'CreditScoringResult', 'Autoapprovalresult',
'CreditScoreSchemeID', 'isoveride', 'ProductOffering',
'AutoApprovalFailed', 'SektorEkonomi', 'SupplierId',
'SupplierName', 'SupplierAssetStatus',
'InstallmentScheme', 'AssetType', 'AssetCategoryId',
'MadeIn', 'isKPM', 'Jenis_KPM',
'jenispinjaman', 'FlagNegCust',
'FlagRO'])
print(df_encoded.shape)
df_encoded.columns
--------------------------------------------------------------------------- KeyError Traceback (most recent call last) <ipython-input-151-f68f5c70c742> in <module> 36 'FlagRO', 37 'flagbad']] ---> 38 df_encoded=pd.get_dummies(df_test, columns=['PersonalType', 'Gender', 'MaritalStatus', 'ResidenceCompanyCity', 39 'HomeCompanyStatus', 'CompanyCity', 'Pekerjaan', 'Pendidikan', 40 'Wayofpayment', 'ProductType', 'UsedNew', 'GroupProductId', c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\reshape\reshape.py in get_dummies(data, prefix, prefix_sep, dummy_na, columns, sparse, drop_first, dtype) 888 raise TypeError("Input must be a list-like for parameter `columns`") 889 else: --> 890 data_to_encode = data[columns] 891 892 # validate prefixes and separator to avoid silently dropping cols c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\frame.py in __getitem__(self, key) 3459 if is_iterator(key): 3460 key = list(key) -> 3461 indexer = self.loc._get_listlike_indexer(key, axis=1)[1] 3462 3463 # take() does not accept boolean indexers c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\indexing.py in _get_listlike_indexer(self, key, axis) 1312 keyarr, indexer, new_indexer = ax._reindex_non_unique(keyarr) 1313 -> 1314 self._validate_read_indexer(keyarr, indexer, axis) 1315 1316 if needs_i8_conversion(ax.dtype) or isinstance( c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\indexing.py in _validate_read_indexer(self, key, indexer, axis) 1375 1376 not_found = list(ensure_index(key)[missing_mask.nonzero()[0]].unique()) -> 1377 raise KeyError(f"{not_found} not in index") 1378 1379 KeyError: "['PersonalType', 'ResidenceCompanyCity', 'ProductType', 'PurposeOfFinancingID', 'CreditScoringResult', 'Autoapprovalresult', 'CreditScoreSchemeID', 'SupplierName', 'AssetCategoryId', 'Jenis_KPM'] not in index"
X=df_encoded.drop("flagbad",axis=1).copy()
Y=df_encoded["flagbad"].copy()
X_train, X_test, y_train, y_test= train_test_split(X, Y, random_state=0, stratify=Y,test_size=0.25)
lr = LogisticRegression(max_iter=4000,class_weight='balanced')
lr.fit(X_train,y_train)
train_accuracy=lr.score(X_train,y_train)
train_accuracy*100
--------------------------------------------------------------------------- MemoryError Traceback (most recent call last) <ipython-input-131-acc9e0962453> in <module> 1 lr = LogisticRegression(max_iter=4000,class_weight='balanced') ----> 2 lr.fit(X_train,y_train) 3 train_accuracy=lr.score(X_train,y_train) 4 train_accuracy*100 c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\linear_model\_logistic.py in fit(self, X, y, sample_weight) 1506 _dtype = [np.float64, np.float32] 1507 -> 1508 X, y = self._validate_data( 1509 X, 1510 y, c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\base.py in _validate_data(self, X, y, reset, validate_separately, **check_params) 579 y = check_array(y, **check_y_params) 580 else: --> 581 X, y = check_X_y(X, y, **check_params) 582 out = X, y 583 c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\utils\validation.py in check_X_y(X, y, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, multi_output, ensure_min_samples, ensure_min_features, y_numeric, estimator) 962 raise ValueError("y cannot be None") 963 --> 964 X = check_array( 965 X, 966 accept_sparse=accept_sparse, c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\utils\validation.py in check_array(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, estimator) 744 array = array.astype(dtype, casting="unsafe", copy=False) 745 else: --> 746 array = np.asarray(array, order=order, dtype=dtype) 747 except ComplexWarning as complex_warning: 748 raise ValueError( c:\users\predator\pycharmprojects\study\venv\lib\site-packages\numpy\core\_asarray.py in asarray(a, dtype, order) 81 82 """ ---> 83 return array(a, dtype, copy=False, order=order) 84 85 c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\generic.py in __array__(self, dtype) 1991 1992 def __array__(self, dtype: NpDtype | None = None) -> np.ndarray: -> 1993 return np.asarray(self._values, dtype=dtype) 1994 1995 def __array_wrap__( c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\frame.py in _values(self) 892 blocks = mgr.blocks 893 if len(blocks) != 1: --> 894 return self.values 895 896 arr = blocks[0].values c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\frame.py in values(self) 10659 """ 10660 self._consolidate_inplace() > 10661 return self._mgr.as_array(transpose=True) 10662 10663 @deprecate_nonkeyword_arguments(version=None, allowed_args=["self"]) c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\internals\managers.py in as_array(self, transpose, dtype, copy, na_value) 1464 arr = arr.astype(dtype, copy=False) # type: ignore[arg-type] 1465 else: -> 1466 arr = self._interleave(dtype=dtype, na_value=na_value) 1467 # The underlying data was copied within _interleave 1468 copy = False c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\internals\managers.py in _interleave(self, dtype, na_value) 1518 # "Union[ExtensionDtype, str, dtype[Any], Type[object], None]"; expected 1519 # "Union[dtype[Any], ExtensionDtype, None]" -> 1520 arr = blk.get_values(dtype) # type: ignore[arg-type] 1521 result[rl.indexer] = arr 1522 itemmask[rl.indexer] = 1 c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\internals\blocks.py in get_values(self, dtype) 225 """ 226 if dtype == _dtype_obj: --> 227 return self.values.astype(_dtype_obj) 228 # error: Incompatible return value type (got "Union[ndarray, ExtensionArray]", 229 # expected "ndarray") MemoryError: Unable to allocate 6.60 GiB for an array with shape (7752, 114268) and data type object
test_accuracy=lr.score(X_test,y_test)
test_accuracy*100
24.88842215804673
pred_lr=lr.predict(X_test)
prob_lr=lr.predict_proba(X_test)[:,1]
print('roc_auc :',roc_auc_score(y_test,prob_lr))
fpr_lr,tpr_lr,_lr=roc_curve(y_test,prob_lr)
plt.plot(fpr_lr,tpr_lr)
plt.ylabel('True Positive Rate')
plt.xlabel('False Positive Rate')
plt.show()
plot_confusion_matrix(lr,X_train,y_train)
plt.show()
plot_confusion_matrix(lr,X_test,y_test)
plt.show()
print(classification_report(y_test,pred_lr))
roc_auc : 0.5537550258268729
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\utils\deprecation.py:87: FutureWarning: Function plot_confusion_matrix is deprecated; Function `plot_confusion_matrix` is deprecated in 1.0 and will be removed in 1.2. Use one of the class methods: ConfusionMatrixDisplay.from_predictions or ConfusionMatrixDisplay.from_estimator. warnings.warn(msg, category=FutureWarning)
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\utils\deprecation.py:87: FutureWarning: Function plot_confusion_matrix is deprecated; Function `plot_confusion_matrix` is deprecated in 1.0 and will be removed in 1.2. Use one of the class methods: ConfusionMatrixDisplay.from_predictions or ConfusionMatrixDisplay.from_estimator. warnings.warn(msg, category=FutureWarning)
precision recall f1-score support
0 0.92 0.18 0.30 34129
1 0.11 0.88 0.20 3961
accuracy 0.25 38090
macro avg 0.52 0.53 0.25 38090
weighted avg 0.84 0.25 0.29 38090
k=10
mean_acc_train=np.zeros((k-1))
mean_acc_test=np.zeros((k-1))
std_acc=np.zeros((k-1))
for i in range(1,k):
neigh=KNeighborsClassifier(n_neighbors=i)
neigh.fit(X_train,y_train)
r2train=neigh.score(X_train,y_train)
r2test=neigh.score(X_test,y_test)
pred=neigh.predict(X_test)
mean_acc_train[i-1]=r2train
mean_acc_test[i-1]=r2test
std_acc[i-1]=np.std(pred==y_test)/np.sqrt(pred.shape[0])
k_ke=np.array(*[range(1,50)])
mean_acc_train
mean_acc_test
std_acc
pd.DataFrame({'k_ke':k_ke,'train':mean_acc_train,'test':mean_acc_test,'std':std_acc})
clf_xgb=xgb.XGBClassifier(seed=0)
clf_xgb.fit(X_train,y_train)
plot_confusion_matrix(clf_xgb,X_train,y_train)
clf_xgb.score(X_train,y_train)*100
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\xgboost\sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. warnings.warn(label_encoder_deprecation_msg, UserWarning)
[16:14:06] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.4.0/src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\utils\deprecation.py:87: FutureWarning: Function plot_confusion_matrix is deprecated; Function `plot_confusion_matrix` is deprecated in 1.0 and will be removed in 1.2. Use one of the class methods: ConfusionMatrixDisplay.from_predictions or ConfusionMatrixDisplay.from_estimator. warnings.warn(msg, category=FutureWarning)
86.41987292622662
plot_confusion_matrix(clf_xgb,X_test,y_test)
clf_xgb.score(X_test,y_test)*100
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\utils\deprecation.py:87: FutureWarning: Function plot_confusion_matrix is deprecated; Function `plot_confusion_matrix` is deprecated in 1.0 and will be removed in 1.2. Use one of the class methods: ConfusionMatrixDisplay.from_predictions or ConfusionMatrixDisplay.from_estimator. warnings.warn(msg, category=FutureWarning)
84.96849684968497
pred=clf_xgb.predict(X_test)
print(classification_report(y_test,pred))
precision recall f1-score support
0 0.86 0.98 0.92 31652
1 0.64 0.17 0.26 6122
accuracy 0.85 37774
macro avg 0.75 0.57 0.59 37774
weighted avg 0.82 0.85 0.81 37774
clf_svm=svm.SVC(kernel='rbf',probability=True)
clf_svm.fit(X_train,y_train)
print(clf_svm.score(X_train,y_train)*100)
plot_confusion_matrix(clf_svm,X_train,y_train)
plt.show()
print(clf_svm.score(X_test,y_test)*100)
plot_confusion_matrix(clf_svm,X_test,y_test)
plt.show()
yhat=clf_svm.predict(X_test)
print(classification_report(y_test,yhat))
83.79809389339923
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\utils\deprecation.py:87: FutureWarning: Function plot_confusion_matrix is deprecated; Function `plot_confusion_matrix` is deprecated in 1.0 and will be removed in 1.2. Use one of the class methods: ConfusionMatrixDisplay.from_predictions or ConfusionMatrixDisplay.from_estimator. warnings.warn(msg, category=FutureWarning)